{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#先引入后面可能用到的包（package）\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>年度关键词</th>\n",
       "      <th>年度国内事件</th>\n",
       "      <th>年度国际事件</th>\n",
       "      <th>年度国民骄傲</th>\n",
       "      <th>年度全民热议</th>\n",
       "      <th>年度泪点事件</th>\n",
       "      <th>年度流行语</th>\n",
       "      <th>年度人工智能关键词</th>\n",
       "      <th>知乎年度新闻关键词</th>\n",
       "      <th>21世纪经济</th>\n",
       "      <th>新浪财经A股关键词</th>\n",
       "      <th>投资快报资本市场</th>\n",
       "      <th>房地产关键词</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>世界杯</td>\n",
       "      <td>台风山竹</td>\n",
       "      <td>中美贸易争端</td>\n",
       "      <td>中继星鹊桥发射</td>\n",
       "      <td>苹果发布会</td>\n",
       "      <td>汶川地震十周年</td>\n",
       "      <td>skr</td>\n",
       "      <td>机器人</td>\n",
       "      <td>逝去</td>\n",
       "      <td>四新经济</td>\n",
       "      <td>市值缩水28%</td>\n",
       "      <td>科创板</td>\n",
       "      <td>活下去</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>中美贸易争端</td>\n",
       "      <td>改革开放40周年</td>\n",
       "      <td>俄罗斯世界杯</td>\n",
       "      <td>IG夺冠</td>\n",
       "      <td>崔永元炮轰范冰冰</td>\n",
       "      <td>李咏去世</td>\n",
       "      <td>佛系</td>\n",
       "      <td>芯片</td>\n",
       "      <td>顺风车</td>\n",
       "      <td>股票质押</td>\n",
       "      <td>股民人均亏9.66万元</td>\n",
       "      <td>MSCI</td>\n",
       "      <td>慢下来</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>台风山竹</td>\n",
       "      <td>长生疫苗事件</td>\n",
       "      <td>哈里王子大婚</td>\n",
       "      <td>苏炳添6秒55</td>\n",
       "      <td>刘强东性侵风波</td>\n",
       "      <td>重庆公交坠江事故</td>\n",
       "      <td>大猪蹄子</td>\n",
       "      <td>物联网</td>\n",
       "      <td>偷税与减税</td>\n",
       "      <td>中长期资金</td>\n",
       "      <td>科创板</td>\n",
       "      <td>回购</td>\n",
       "      <td>城市运营</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>苹果发布会</td>\n",
       "      <td>港珠澳大桥通车</td>\n",
       "      <td>Facebook数据泄露</td>\n",
       "      <td>亚运会奖牌第一</td>\n",
       "      <td>乘网约车遇害</td>\n",
       "      <td>金庸去世</td>\n",
       "      <td>小奶狗</td>\n",
       "      <td>智能音箱</td>\n",
       "      <td>药神</td>\n",
       "      <td>A股国际化</td>\n",
       "      <td>历史最长的11连阳</td>\n",
       "      <td>独角兽</td>\n",
       "      <td>区域深耕</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>延禧攻略</td>\n",
       "      <td>全面取消限迁政策</td>\n",
       "      <td>普京宣誓就职</td>\n",
       "      <td>港珠澳大桥通车</td>\n",
       "      <td>高铁“霸座”事件</td>\n",
       "      <td>重庆幼儿园伤人事件</td>\n",
       "      <td>小姐姐</td>\n",
       "      <td>自动驾驶</td>\n",
       "      <td>问题疫苗</td>\n",
       "      <td>科创板</td>\n",
       "      <td>美股暴跌</td>\n",
       "      <td>沪伦通</td>\n",
       "      <td>借钱难</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>创造101</td>\n",
       "      <td>身份证新规施行</td>\n",
       "      <td>安南去世</td>\n",
       "      <td>武大靖破世界纪录</td>\n",
       "      <td>昆山反杀案</td>\n",
       "      <td>山东寿光洪灾</td>\n",
       "      <td>钢铁直男</td>\n",
       "      <td>人脸识别</td>\n",
       "      <td>躺赢</td>\n",
       "      <td>资管新规</td>\n",
       "      <td>全球贸易紧张</td>\n",
       "      <td>国资驰援</td>\n",
       "      <td>交房难</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>skr</td>\n",
       "      <td>央行开出亿级罚单</td>\n",
       "      <td>国际油价大幅下跌</td>\n",
       "      <td>国产航母出港</td>\n",
       "      <td>逃犯克星张学友</td>\n",
       "      <td>霍金去世</td>\n",
       "      <td>C位出道</td>\n",
       "      <td>量子计算</td>\n",
       "      <td>她有错吗</td>\n",
       "      <td>债市统一</td>\n",
       "      <td>股权质押危机</td>\n",
       "      <td>退市常态化</td>\n",
       "      <td>抢人大战</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>李咏去世</td>\n",
       "      <td>提高个税起征点</td>\n",
       "      <td>朝韩历史性会晤</td>\n",
       "      <td>中国人造太阳1亿度</td>\n",
       "      <td>抵制天价片酬声明</td>\n",
       "      <td>单田芳去世</td>\n",
       "      <td>渣渣辉</td>\n",
       "      <td>无人车</td>\n",
       "      <td>DG辱华</td>\n",
       "      <td>减少行政干预</td>\n",
       "      <td>A股继续扩容</td>\n",
       "      <td>重新上市</td>\n",
       "      <td>房租上涨</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>锦鲤</td>\n",
       "      <td>第四套币停止流通</td>\n",
       "      <td>哥伦比亚加入北约</td>\n",
       "      <td>最高成就奖邹市明</td>\n",
       "      <td>王思聪开奖</td>\n",
       "      <td>斯坦李去世</td>\n",
       "      <td>真香</td>\n",
       "      <td>世界人工智能大会</td>\n",
       "      <td>IG夺冠</td>\n",
       "      <td>全面从严监管</td>\n",
       "      <td>假疫苗事件</td>\n",
       "      <td>从严监管</td>\n",
       "      <td>产业运营能力</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>电竞</td>\n",
       "      <td>中国台湾花莲地震</td>\n",
       "      <td>沙特承认记者死亡</td>\n",
       "      <td>一箭六星发射成功</td>\n",
       "      <td>D&amp;G辱华</td>\n",
       "      <td>小红莓主唱去世</td>\n",
       "      <td>官宣体</td>\n",
       "      <td>量子力学</td>\n",
       "      <td>杨超越</td>\n",
       "      <td>资本市场改革</td>\n",
       "      <td>茅台跌停</td>\n",
       "      <td>并购重组</td>\n",
       "      <td>产品力</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index   年度关键词    年度国内事件        年度国际事件     年度国民骄傲    年度全民热议     年度泪点事件  \\\n",
       "0      1     世界杯      台风山竹        中美贸易争端    中继星鹊桥发射     苹果发布会    汶川地震十周年   \n",
       "1      2  中美贸易争端  改革开放40周年        俄罗斯世界杯       IG夺冠  崔永元炮轰范冰冰       李咏去世   \n",
       "2      3    台风山竹    长生疫苗事件        哈里王子大婚    苏炳添6秒55   刘强东性侵风波   重庆公交坠江事故   \n",
       "3      4   苹果发布会   港珠澳大桥通车  Facebook数据泄露    亚运会奖牌第一    乘网约车遇害       金庸去世   \n",
       "4      5    延禧攻略  全面取消限迁政策        普京宣誓就职    港珠澳大桥通车  高铁“霸座”事件  重庆幼儿园伤人事件   \n",
       "5      6   创造101   身份证新规施行          安南去世   武大靖破世界纪录     昆山反杀案     山东寿光洪灾   \n",
       "6      7     skr  央行开出亿级罚单      国际油价大幅下跌     国产航母出港   逃犯克星张学友       霍金去世   \n",
       "7      8    李咏去世   提高个税起征点       朝韩历史性会晤  中国人造太阳1亿度  抵制天价片酬声明      单田芳去世   \n",
       "8      9      锦鲤  第四套币停止流通      哥伦比亚加入北约   最高成就奖邹市明     王思聪开奖      斯坦李去世   \n",
       "9     10      电竞  中国台湾花莲地震      沙特承认记者死亡   一箭六星发射成功     D&G辱华    小红莓主唱去世   \n",
       "\n",
       "  年度流行语 年度人工智能关键词 知乎年度新闻关键词  21世纪经济    新浪财经A股关键词 投资快报资本市场  房地产关键词  \n",
       "0   skr       机器人        逝去    四新经济      市值缩水28%      科创板     活下去  \n",
       "1    佛系        芯片       顺风车    股票质押  股民人均亏9.66万元     MSCI     慢下来  \n",
       "2  大猪蹄子       物联网     偷税与减税   中长期资金          科创板       回购    城市运营  \n",
       "3   小奶狗      智能音箱        药神   A股国际化    历史最长的11连阳      独角兽    区域深耕  \n",
       "4   小姐姐      自动驾驶      问题疫苗     科创板         美股暴跌      沪伦通     借钱难  \n",
       "5  钢铁直男      人脸识别        躺赢    资管新规       全球贸易紧张     国资驰援     交房难  \n",
       "6  C位出道      量子计算      她有错吗    债市统一       股权质押危机    退市常态化    抢人大战  \n",
       "7   渣渣辉       无人车      DG辱华  减少行政干预       A股继续扩容     重新上市    房租上涨  \n",
       "8    真香  世界人工智能大会      IG夺冠  全面从严监管        假疫苗事件     从严监管  产业运营能力  \n",
       "9   官宣体      量子力学       杨超越  资本市场改革         茅台跌停     并购重组     产品力  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#导入数据，数据来源：百度、知乎、新浪财经、投资快报\n",
    "df=pd.read_excel('2018关键词.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "text=[]\n",
    "for col in df.columns[1:]:\n",
    "    text=text+list((df[col].values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Dumping model to file cache C:\\Users\\zjy\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 1.297 seconds.\n",
      "Prefix dict has been built succesfully.\n"
     ]
    },
    {
     "data": {
      "image/png": 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Zp7goqaIaZSZGCCGEEOIidyIzi5enzeO9Yf1L7Ge1acbOXUpSuqlA9mivzkQFBWDTmo1HkwC4YuI4XuvWh3bVqrPUXnb5taULaB8T63SttNxcYoOCJYAR54Qk9gshhBBCCCEqFZmJEUIIIYS4yN0+fgrbjxwH+rN+/2EAWsRWc+n3yYLlfLVkNT3q1wLAarMB8OGa5exOPQHAjY2aUye0CgD70tIA2Hz8KLVDw1yudzIvr8KfRQiQnBghhBBCiIve1qRjXP3J93x8wyAenjQNgJgQU2Ws4FWwbqQJTJ7p241qwYGOc21aM3nbPwxt0AQAN+WaolD303fZefcjLu03/TGZqv4BvNnjSgDcizhXiFJITowQQgghxKWoYVQEAL6enuRZrABc0ageAJ8uXAHAta2acHun1i5BiptSXNewaZHXzbeZaz3TsSsWm80l4f/25q05lJEuwYuocBLECCGEEEJcIjrUquH4+uGeHYFTQcydndvw5eLVfDh/Gb0ammT8MUP6ulxjb2oK8SGhAHi6mYpktzVrVeT9wnx8CfTyrrgHEMJOEvuFEEIIIYQQlYrMxAghhBBCXIT+3rabznVqOrUVbERZlGmbtjN3+24e7N6R9rViXY6/sWwhAJ+sW0nCvY8DcDQrE4BIP39Hv63HjwEwb98epu7azonsLFbccvfZPYwQp5EgRgghhBDiIpOdl8+jk6e7BC3NX/6g2HO6169F/6b1iz0e5uvn9P2YFYv5ZuNaAH4cPIxmkVEANAyPcPx5Z/M2NPj8vXI9gxAlkSBGCCGEEOIik51v4aVBvYos6/TkLzOLPMfPy5P1+w8zesZ8R/nlZ/p2cxy/q0UbAF5dOp/dKcksPbiPsb3N5plHsjIZOfN3fD2cXy1zLJYiq5kJcbYkJ0YIIYQQQghRqchMjBBCCCHERSbM35fBzRsWeay4mZgNB5J4f94ymlaPIjzAv8g+BY5kneTr/tfwd8JuAIK8fYjw88fttLmfYG8Y1bl7OZ5AiJJJECOEEEIIcYlIPJHq+PrlaXOdjq3ff4ivb77G5ZzM/HyumTKB/nWc82V8PTxIOnkSgPph4dzW1LXMsg2Nj7u8boqKJ3+rhBBCCCEuEcv27KNlbDQAW5NMFbFWNcz3v6zbTNu46kQE+BMReGomZl7iHqoHBdO/tgli3lm5hKfmzWLKNTdwJNMEMR+sWc6sPTuLvKeHmxsLb7oTgOiAoHPzYOKSo7TW5+O+5+WmQgghhBCiaMcyMhm3bC3jl6+lW914AN4fPpDEtFTiQkIdC8XiPh7Dm92vYP3RJI7bSyyP7tqHcD8/l2tqTFlnL3ezKaYk+YtyKPIvjST2CyGEEEIIISoVWU4mhBBCCCGICPTniT5daBtXnQd++hOAAylpxIeFuvQd1rApmfn5bDhyGIB3Vi5m8YFEagSFUCskDID2MbH0ia+Dj4e8boqKJ8vJhBBCCCGEk8NpGQBUCw50tOVZrQD858+fGTfgGrzcPeg/aTwAH18xiOTsbFJzc0hMM8UDFu1P4PDJDL7sdzWxQcH/8hOIi0iRy8kkiBFCCCGEEADk5Fv4aslq7uvW3ql9V8oJpmzfAsDAOvVZcegABzPSaRYZBUDPuNr4e3q6XG/z8aN8snYFb/fsC4B3OSuVaa1576mJPPLmcEfb37+u5r2nJvLRtMdJ2n8CgPSUTHpe3YZDicd569EfANi+PpH7XhpCVI0qAPzv1s/p0q85jdvWQrmZ9+NBN3cu17jEv6LIIEbm94QQQgghLkIbDybxlH1PmBkP3Opoz7OYGZXxy9dyV+e2jnarTXPzN5PZeDDJJYh5dsFfuNuT8ofUb8RtzVqx6vBB1iQdNG2/TCDSP4COMTWoHmgqkHm4uXM8K5M6oVXYlZIMQOPwyHI9y8G9x6hSNZhjh1OJqBZixptvnuOxoe9zMi3bjPPjW7mt66sMv78X2nbqM3NvXy9++WK+43utNR6e7littnKNR5x/ktgvhBBCCCGEqFRkJkYIIYQQ4iL02owF7D2e4tJ+/09/ALBwZ4LTTIy7m+KOzm14aOJUp/4ZebkMrFOfm5q0cLRtOHqYob/+yC1NWwIwfdgt/L5zK4/+NZ0wX1NqOSs/n2xLPjWDQ7i/tfPMzplau3gHw+/rxU8f/cUND/UBIPWE2aPmticHsG9nEgD1msfy7i8PMeWLedRqaPa/ueXxvmRm5PDy+BHmuaeuJy8nn+q1I9m95eBZjUucP5ITI4QQQghxEcq3Wmn60vsAbHvxEUf79iPHARj88XdO7QUaPP9uke2Fvb5sIZ2q16BLbJxT+zPzZzO6mwkyNHAoI51gbx8CvLzK9Qz7dx8FwM/fmypRwezZeogD9rb8PAueXh58OfoPjh02xQQatorjyXdvJGFHEnWbxgJQpWoQm1fvxS/AG4D05EyCwvxZt3gnEdFmaVqXfs3LNT7xr5CcGCGEEEKIS4WnfYNJgL+27S6yT3HtpXnssk54urm7tD/a7lSCvAJi7Pkx5RVb2zmHplbDaMcMS4HLB7TgdAVJ/AUat4l36RPfINqlTVQeMhMjhBBCCHGRavD8u4BZKlZWVpsudSamLHKtFj5dt4qH2nQ462uJS1qRf3klsV8IIYQQQghRqchyMiGEEEKIi9zm5x8uc9+C2Zuy2J+eBlDkZpbPzJ/DlO2bZSZGnBMSxAghhBBCXCLSs3N4b+5SAOpFhp/Vtf5K2M29s0ylsx0jTy0/y7eZ/Vs2Hz96VtcXoiQSxAghhBBCXCK2JB1j00FTjnjzoSPlvk6+zcqT82aRZ7W6HCtI+P9tyI00+Py9ct9DiJJIECOEEEIIcRFKzcqhW71aAOTkW0hMTqV9fCyTR9xQ4nllWU7m6ebOr9fcQNcJXxbbx8dDXjPFuSOJ/UIIIYQQQohKRYIYIYQQQoiLjNVm447vfuGWDi25pUNLtiUdY8hnE/hqyWpy8i3k5Fuw2mwu51msNq5q0Yhci4Vci8XRfjwry6VvzeCQc/oMQpRE5vmEEEIIIS4y+VYbzWKieHDiVADG33otLw/sxZg5i5m0ZhMAB1LSij1/2qbtAEy972aqBgcwYPK3tKlWvdj+98+eWoGjF6J0stmlEEIIIcRFatmefQC8NXsRn914FT6eHrz912IAlu7ex3P9uuPh7rwwx2bTjlmYZjFRHMk5yatLF3AG+2U6LDmwj4R7Hz+7hyjFjn3HCA3yBSAiJOCMzv3xr7UAdG9Vl6iwwDKfd+BoKtUjz2wmKik5AzcFkaHmPmt3HCA6PPiM7nuJKvJvngQxQgghhBAXuSPpJ/l+xXoe7dUZZX8lnPHPDhbvTuDlQb0BcFPliFJKEffxmAoPYixWswxu894kmteJ5vCJdG588XsAfnvtdoL8fdiyN4mQQBPYRIcHY9O6yOdrd6cpYjD1rbuIDA0gN8/CGxPmAvD49d3w8/EqcgwdRo7l2/+ZAgl1q0cUO9b3f14EQO+29diWeJTlmxN5454BADz24e90bVGbQZ2bnPHP4BJT5F9MyYkRQgghhBBCVCqSEyOEEEIIcZGrGhTAXZ3bkJqdTaifmaHo26QeDaIiWLI7EYAudeLKdC2LzcaxrEyqBZyfZVAn0jIBuOO1n1yO9XjwY8fXLerGAPDFU9ex68Bxbnjhu2Kv2e/xz13aqoYFMHJwRwBs9pVLBbM5CqhZNRSA9Mwcxs1YxQNDunD6ZM/cNTsBuLZbcxQQedpytyB/n2LHJEomQYwQQgghxCUgyNf1hTk+PJT4cPvLeHYOPp6ebDl8lBax1Yq9zpIDiTy74C9iAoPO2VhLMmfVDgDuGtSekYM7Mvrbv8jMyQPg1RH90Bruf2cKHZvGAZCTl0/d6hFMefU2APx8PIkICSArN5/L7/0AgIUf3Y+fjxdLN+3Fx9sTgFb1TCEDq83G5fd9CEBu3qmKbR3vft9pXPHVwhjYqbHjHHe3UwuePNyLX6r34ZTFDO/VEoDwYP9y/EQuTRLECCGEEEJchGxas/XwUQAaR1d1Oa41/L5hC4nJqQD8uXEb8VVCiQoOIOFECgBXtWhU5LWvrFXXZdahKCsO7S/n6Itms2ly8vIBuKJdAzKyclm6aS8TX7rF0edEeiaPXd+N72etAUBrjVKwee9hAEZ9OdPlugVBCkC/Dg0BE8TYtMbdzY2FH90P4AhMOo4cy/wP7wPAy9OD42mZTPp7PQWp5q+Mm8OfSzafuubjXzi+LigmALBg3W4AktPN7NKo264445/JpUoS+4UQQgghLkLfLl/HmDkmsTwq6NTSr4J3v2FtmnJX57Zk24OChbsSeOa32Qxr3ZRvlpoAYOsLj5QpWClORSf2r9y6j3vH/HxG5zx+fXeG92rJ9GVbAdiacIQHh3Zh5FuTeW1kfwC+nraCfh0asXH3IVIzsgF44NouzFu7iyc++qPM93rhjisB6Nu+Ae5ublz19NcAfP7kUJZuSmD3wRM8dn03wCT2D+zUmG4t65zR81yCJLFfCCGEEEIIUfnJcjIhhBBCiItQnYgw8ixWAG7v2BqA7Px83p+3DID48DAAfL1MDkivBnV4NH8aIb4+jtmXs5mFKVh2Y7HZ8HCrmM/N2zSIZeWXjwAmyf7RD35neK+WtGtYA4BtiUd56pM/+fW124stGa3RXDfqW/YdSaH/E6eWeU2Zv5EHr+3i1Ldri9qs+vJRp5/DT3+tY/3Og4y8yiT970tKoWvL2hXyfKLsJIgRQgghhLgIdaxd0/H18LbNAEjJyuazRSsB6NXA+cVba42bcsPLwx1Pd/ezvr/VZmPcgCGoCtx/pnBgsmVvEgePpREVFujIRflq6nJGDu5Q4p43+RYr+46kFHls8ca9NK19qqiB22k7fO4/mkqQvw+v2/d6AbNfzcvjZvPcLX1KDfp+/GutU05MQSEAceYkiBFCCCGEuEQknkgly54D88SUGU7HMnPzqR4ahLeHBwHeRW/yCLAvPY0aQcEu7SsO7adxeFUCvMy5Hm5udKsRX4Gjd9YoPopxz17P+p0HeXjsbwCkZmRTLzaSpOQMosKKLgHt5eHBii8exmq1cdNLEwCY9LIpDPDdrNWOnJgC+RYr63YcBOCV8bNJz8zlte/+cmy6abXasGlNhyZx9GpTr9jxWm2a+4Z05rZ+7QB4dfwc3NzceH/yQh4cevlZ/CQuTZITI4QQQgghhKhUZCZGCCGEEOIiZLXZqBLgB0B2Xj6+Xp6kZGXTt7GZLYgNDebYySwi7H083N24v3t7ViYcILiIPWV+32mqez329wx23f2o07GNR5P4z58/8/3AodQKMbk24X5+5+zZwJRbXrllHzOWb+WOAZcB0KN1Xb6buZqhz43jq/8OB6BejQjgVFU2MKWS8/KtWG1mNiUrJ4/Uk9nYbK4FdDOychn1pZm1alq7GnVjI4iLCqN6ZAgA1aoEMXbSApJOZDidl5yeRUpGFuBcYvmjKYsdX/+6cBMALe170nRpXqu8P45LjgQxQgghhBAXIXc3N0Zf1QeArm9/wcqn7yUpPYOpm7YB8OY1ffl88So2/u9Bp/PmbttNdLDrRpYL9yUAJlF/w9EkmkdGOY4FenuTZ7Uycesm5u/bC8Ca2+49F4/Fjv3HANh3JIXYyBBeu3uAUy7KiMEduKxxTcKCnYMoL0/z2ls31gQ1Hu5uvHRnXwD8fLzYvu8Yfy7ZzGPDuzmdFxbkx/QxIwDXHJkCt/Rrh599k8wCoYF+vHC7KbncrWWdsyqSIFxJECOEEEIIcZFKyTT5Hek5uQCE+vlitc82KIWjellhO4+eoGG1CJf2t3uaF/4p2zdz9ZQJ1K8S7jjWO87sdXJl7XpM2b7Z5dyKVM8ehBT8WZTmdaJd2nq3dc5X8fRwp3H8qUCsZb0Yfn7l1iKvV1zwUiC+WphLm1LQvZXsAXOuSBAjhBBCCHGR+XvbbpbsTiTI59SysPf+XurU59OFpkrZVZ9879S+PyWNCV2HlXh9m9bc1LgFzy6YA8CTl5nSxL3jpNSw+HdIYr8QQgghhBCiUpGZGCGEEEKIi0ziiVS2Hj7mlIexMmG/U5/L68bRo77zzMn+lFQ61KpBgyjnpVpvLl9EYlqqU9uNjZs7ZmK613RNSL/21x8BCPC7NTlDAAAgAElEQVT04o3uVwBQ1T+gfA90nkzctonrGjR1apuxZwdX1qrnKApwLDuTKP9Apu3eTtfYOACWH9pPVf8AmkaY5Wpaa6bt3k6PmrXIyMsDINDLG4vNyrGsTCLtP5e9aSk0t58zbc92AFpVjaaafyBWrUnLzQFgyYFE8mxWhtS7dPeZkSBGCCGEEKKCvT1uLgA/z17ncqxqlUAmvn073l4eHE/NBCA8xJ9ON77D+88OxdvTbDQZHRnikpxeVrd3as3tnVo7vm/w/Lv8cMd1jq8BHu/dhVemz8PfvidMvchw6lcN58rGzrkj+9LT+GL9atrHxJ7RGJpFVAVgbuIeftyyEYCH23Ys1/OcDxuOHuZoViaZ+fn4e5qk/Y3Hksiy5NNpwuccOpkOwA2NmrP+yGG2nDjqdH58cChX12sEwDurljjab23SCjBL8vakJrP4YKLj2JtdryAmIIg2337sdK1Peg+ie41a/GavEAcai83GwQwzhphA10IMFzsJYoQQQgghKtjIYZ2AooOYIycymDhjDTcPvowhD30JQF6+BYD7X5nk6De8X2seuqlbhY3JatO4n5agfiAlnROZJpCatHoTPp4eZOXlM6TVqU/4M/JymX7dzdQNrQJA3MdjAMjMz3f0cS1MDKM69wDAw82dK2vVrbDnONdSckwxhG3JxwGYt2838cEmcT/HYiE9L5elN47gg7XLARhQuz4P/z3N5Tp701JoGVnNpT020GwUmpieipe7u9Oxd9csZU7ibpdzft+1lXdWL2Fnygmn9k/XrwJg7S3nphLchUyCGCGEEEKICvb73I0ubb72ErxXdGpIx5Zm+VX/riZY0DZNzegw/P28WLBqFwAP3tjtrMeRbzXVx14c2BObtoFN4WZfY5ZnsfLpjYOd+h9ISeOPjdt4dcZ8AP57xeU0Do8s8tqNvxjr+PqFRX+7HNeAAjrExNKgSvGVxIqTtD+ZqFjXql/n2sZjSQAMrd+Ej9atoG+t+sywL+0K9/VnT2oycZ+NcfSfv28P3/QbQqvxHzld5/amrXhhyVyX6xcsE3u8bWdqBoUw94fPHcfaV4vl7e59mZOwi0fnmb1psvLzuLlxS1pVjabBV+85Xatz9RoV8MSVkyT2CyGEEEIIISoVVXj30n/RebmpEEIIIcS/4eDRNACufdgsF7u6V3N+/WuD4/ji7x5BKcWNT40DIOFgsss1Pnh2KG0aV+wn7Tatyc4zy8AKcmGKkpplEsiz8/OpFhxIrtWCt7tZwBP38RgW3Hin09K0xLQ0bvxjEm/1uJKtJ8xmlE93uBxPN3fXi5fBnq2HePK6D/l54+gy9V88w/xsf/lyAWGRQdz/yrWEVClfEQGb/d04MT2VvxN3c2ezNo5jq5IOEurtQx370roCVq3JtVo4knkSgFl7d3J3i3al3ksD0/dsp3+t+o7zOlePY07CLscMmLe7B/k2K9UCAh3LyQqS/y8RRW7SI0GMEEIIIUQFG/WByZGYs2xbkcd/fvcOPNzdWLHJJHUP6t6UiTPW0KlV7VNvbEoRExn8L4z2FIvVxtakYyScSAFgYLMG5FmtXPPLD7zatRcAk7b+w/Odezjlc+xOSWZ10kG+3bQOX3sS/M9XX1++MeRbuaPbaI4eSmHG3ndK7f/DB7P57p2Zju89vTy4/+Uh9Bl2WbnuLy44EsQIIYQQQvwbCl6vMrNzmbVkK96eHgQFmI0nV2/ex21Xt2f5hgQ+n2yqViUdT3e5Rvd2dRn98KByjyHPYsXLwwQaadk5LNixl4bVTuW3WGw2ooICCPXzBWBVwgFWJBxg0c4EDqaa8Sx+YgTLD+7njum/OBL5+9Wux5D6jUnOycbH3Tm92oZmb6oJgGqHmHwWpaCnfRNMXw/PMo39y9F/MOWL+aUGMb99s5DPXvqNmHiTc9Pvho70vrYtgSHlq+omLkgSxAghhBBC/Ju0BpvNhtVmw8vTvPBbrDY83N3IzbM42lSRr2nlZ7Vp7vh2Cu8PHwjA2L+XMGHlBpd+/ZrU552h/Zzaci0WWr36IQCbn3/YjNlmY+XhAwD8un0L03dvJzM/n2oBgQCOYgGns2lNntXKi11MpbIBdRqU+Rn6xj9aYhCzZuE23ntqEnc9O4gu/ZsDoCr6BykuBEX+jyqJ/UIIIYQQQohKRUosCyGEEEKcI0qBu7sb7u6nPjf2sH/t7XXuXsMOpqaRmJzKf742+86MGtCDCSs3MPuh2xx9+oz9hqpBAXy9ZI3TuSdzc/HxdF725eHmRscYU2SgY0wNRnXuzriN69hq3+Dxlct7EeZb8Uu4Jn5sSjf3vb49QaH+bFmTQKPWcQAcTjzBZ3OexM++TK8kNqvN8bVbof8tjqWbPXJ8vTwJ8PEiLSuH5JNZAEQE+bMz6QQt46KZuMzMYtWtFk7N8FD2n0glOtRsMBkZFMDuIyeoXbUKf282e7wE+niRkpnNFc2cNw4VFUeWkwkhhBBCXIS0hsW7EwCYsnYzMzfvYNuLjziON3j+XVrViC7y3Jaxpv2JPl1KvEfBxpC/7djKf5q0wMOt4hb59I1/1PG1l7cH3a9qzbzf15KXk1/CWcXz8TPV2L5dMsqRM7Nh32EAbvzwJ0e/e3u3B+D6ji0YM3Uhv6/Z4jhWu2oVxt5slugNeGuc0/U7149j8fYEAK5sXp/mNaLo39IsnwsLOD85OutTZtIi9EqX9vT8Y6Tmm/1wavg1/beHdaaKXE4mMzFCCCGEEBchpaBhlEl4f65fN2Zu3uHS5/K6cYT5mxfsepHhNI2JciqdXJpQH1MU4LZmrSpgxK4at4kHYOu6RGZNXOF0zNffm5DwspVRtlk1FovZ+HPP1kM071DH6fjEB29g7d6D+Hp5clmdWABGTZ7Dkh0JADzUtxMAjWKqYrHZeOz7aU7ne7i7UTMi1BHEzNywnZkbtrM24RAA7/5nQBmfuOKsSf6T2UmfuAQx+7P+YdK+54n0MRuuDo19Hh/38pWjPp8kiBFCCCGEuAhtOJDE7d9OASCwmD1hflu/lcy8PACOn8wkIiCA//XvTu+GdYrsX1hS5kmi/M/ty++YyQ8AkJ6SyZKZG5n721r+WWmWbOXl5NOueyNuevhKAoJ9z+o+173/g+Prwa0bAfDS0N4s2LqHrLx8DiWbam3Bvj7sOHyct27ox4JtewA4mZ3HyF6X8cC43x3X6FivJr2a1KFnk9J/judKs5DezE76xKktOe8g61NmcnP8O0R41zxPI6sYktgvhBBCCCGEqFQkJ0YIIYQQ4iKTa7HwzG+zubpFYwCs2sbI738j0Mfb0ScjJ5d7ul7GQz06ApCTb2H53n28+9cSnutvSiK3rRkDwIajSY79X66q15ANRw8z5JcfaRZpdo73dDu18WVBueV6YVV4rlM3p2NnorgSywf2mGICf45fzMxJK/Dz9+axMWZjzTbdGp7RPXYmHQfAz8uTmDDnjUXXJRxi5e79XN4gnuRMk/tz4EQqjatHkZadQ2wV0/9gchppWTk0rl6VZTv3AfDh7GXk5lscS9Pev6X8+/2cjde29KOmf3Nq+jcD4ETufvzcXTdQ1UCYVzStwwb+yyMsE8mJEUIIIYS4FHh7eHB1i8a0tifu7zx2gk61a3Jrx1O5K4dS07HaTn2u7OPpQbd6tWhVI4bRM+YD0KZGDErBE3NnckWtU0ujdiSfwGKzEeLtWhks2Z7sP37TOmKDgrmzeZtyP0dBVbFZk1bQ9/oOAFSvZTbsvOfFaxj+QG++f3cmL9z5FQDD7unJzY/1LfP160aFF3usdtUwWsadXvjAdQlWjSohjq9j7V8Pa9+szGM412J8G7Ap9S8AUvIOUyewHdG+9Z07abBhPQ+jKz8JYoS4QGmb5sdP5zJ8ZHfAlITUWrN/zzECgsza32V/b6Hn4JbkZuezd4epMhIWEUiN2pGcTM929Hvsxk/ZsjaRdl1NlZQXP72FnZsPcjwpjZ+/XghA4s4jfPTrg1SNCWXTqr0ApCVnUr95LPl5FqJrVPlXn18IIcTZ+XzRSl4Z3BuAPzZsZcnuRL66+RoOpKQB8OSUmVQNCmBAM/O7Icg+SxPk482ILm0BWLf/EK1qRHNZdHWWHjCzDI+1g6ENmvDE3Jl83f8al/uuTTLJ7C8vmUfn6nFn9QxvPPQ9AAunrXcEMQX27TzCmoXbuObObo5j7z75E+mpmdz30pCz3vgyyLf00s2VQdfIW+gaeQsACZnrWX7iZ3KtmXSLNOW23VT5ZsrONwlihLhAzf1zHd0GtGDM05MBuPHentzZ920Abn/MVBqpFluFrJO5HDucyqaVJsFwx+aDrF64nT5D2vDIK0MAyEzPAeBYUioAJ9Oz2bfrCLu2HKJrP7PLcdM28VSNCeWR4Z+wbYP5RTXiv/3x9HKnTuOYf+mphRCi8rPajqMwAYGbWyAW60G0zsPTw1TaOpk1GTcViLt7BJ4edez9XJf4nK3L68bz8rR5AAT7mRfy//46i82HjgBQr2o41YIDHbMuhXl7mFfE5/p1A6Bf7Xr8sNnslXLoZDrRAUHF3reg7PK7vfoTFxxSbL+S5GabYgMLp613OXYw4RgAD131LjlZeSyb8w9v/nQfAGN/f4Sv35jKN29O4/an/v2KYGcrPS2boGBfMtKzmTXVPPu1N3Qo5aySvbf9Oh6uPxGAaN/6NAvuhVJuzEn6FIDeUXdXykBGEvuFEEIIIYQQlYrMxAhxATqYcJwx/53s1NZjYEsmLHyG6RNX8PXbMx3trTvX45FXhzD1x+UApKeanYarRp/69CvH/onW3u1mydmSOZtp1KIGH730O+9NMp9e+QeaT+lq1Il0zMR8/rqpg9/vust44IWrKvw5hRCiMsnI/J4TKU8C4O5elYiw99HaxvGUBwGwWo+ilC/RkTM5eKSr07mhwc/h52tm0S2WBLJzFhAW8jw5uYsB8PPtX+HjvbxuHDPse8NUsW+2+OfGbVhtJs/ExzON8AA/PN2dP4XXWpOeY2bwE5NTqRNRhTbVYvCwJ+h/sHo5t9r3hdmefNzlvtWDzKxSrtXC9uTjWGw26oaaJcle7mX7xN+mNX9sf5OUYxkA3NL5Zcex8W9NB8A/yJfr7u3FFddd5jjm4enOiOcGs2j6BhbPMDNHnfs2L9M9z6eP3p4BwNRf1vDTtEdZtWwXn78/B4DYGlUIreJcyrpaTCiBQSWXlbbqfGoFtGbPyTWOtrlHvuKkJZmBMY8R62eKPmxNX0jj4O4V+Tj/CqlOJsQFqOD/lz99Oo+hd5lfhBlp2Sz/ewsxceGOXJc5v65h0I0dqFajCr+ON78Id/5zEL9AH2575AqyM3MBWPr3FnJz8vGz71Zcs25VGreO476r3yeymgl2tm7Yz7dznyIvN5/Zv5h/8Dy9PKjTKJpGLSt3LXkhhKgImdl/4O3Z0v6djbSMD9BoggNGAJCTt4qs7FmEBf/PEdjk5pkX6WqRf5CS9orpl7vS5dpx1Q9X+Hi1hq+Xrgbgjk5taPD8u6z87z3M3W6WH0/btJ39KWk81rszQKl7wwz7zexqv/LQgTMey4tdegJwS9OWpfSEhB2HmfDebFp0quto+/C5n7n/lWvJz7Pw4wfm5f7aEd3xCyw+b0XbixYo++adVWNCgTOvYPZv2GXPa7335s/x9fMipnqYow2gcTNT5Wzzxv0AjHyoD0Oub1/iNaceegeLLY+t6QtpGHQ5AEdz9jg2uTxdtG992lW5+qyf5RwoMrlJghghLkBTvl7El/ZPmgoMuqkj9zw7kGNJaezafNDRHhTiR1y9KOb+uQ6A9j0aMX/qerr2a467u1kxeuRgClarjc1rEwC4+pbOHDuciq+fNxtXmV9mNpumXpPquLkp9mwzv0yzs/LMb0Ggz5DyV5cRQoiLweGjg8jNWwWAu1s4VcLeQeHO8ZSHAXBzCyEk8FGS017Aaj3icn7hQCUt4xOCA+8552Oe/s92AK5sXI9GL7zHP6MewsP9VDbB4bQMxi9bC4BSikd7dXKZmSnw8hKTXzM3YQ/v9OrH1VMm8OuQG0sdg9VmI9zPH6BMOTKTP5vL169PLbXfmSoIZj6f85SjwtmFpk/7lwD4fe5/GdzjdUf77OWjnI4XfF+SHRlLsWkbvx4YTacIU4J6f+Y/HM7ZQeuwQVTzqVuot8ZNeVAv8Ozyb86RIoMYyYkRQgghhBBCVCoyEyOEKFV+ngVPL0mhE0KIssi37CYr2+Q4WCwJZGROILrqX3h5Nnb0ycz6BX8/1/LEFS0t2+S2BHh7sf3IcRpGRVJc5eGk9JNsSzpKt3pFLzcqqE72ybqVLLrpLuI+HkPCvY9X+Ji3rEkg+Wg67u6nBvrSyG+45s6ubFuXyK5/zHK2vFwLAN0Ht6JLv+LzXrQGi8WKJd/sg9KoVRxRF+i2AQUzLdff2pkfxy12tJdnJqbAa1v68XSjU6s7siyprE2Zjrsyv9fbhw9FFT3ZcaGQzS6FEOUjAYwQQpSdp0dt/Hz6AODuHkVo8Cg4bSPBfyOAAQgutNdJo2pmCdVv67cAcFWLRk59o4ICiApyTiAvrGawySnJzMs7p59GN2odV2T7Xc8OBnAEI2sXbWfR9A0sm72JY4fMFgIjR11FnSbVz+Hozs6SffvoVKNGqf2iY8IcXwcG+XLDwHcBCAo2ObGjHv+Jl8YML/U6Nm2lXZWrsWnzM3NT7vh5hNA54gayrGa/oP2Zm6jhf+FszllW8mYihBBCCFHBPD3rne8hFCk7L59PFq4AoH/T+sXmvxQlws9UOMuxWvhr7y4Amn75QbH9lYJXLu/NoLoNzmLErjw8zZjb9WhEux6NyM68hhn2Cp2v3DOOAf/pxLUjLsxqWzf//DO7H33Upd1mOxUW3nFfT3r2bcbbr/4BwOSZj+PmVr6ZEjflTs+qd7m07zm5hloBrQEqZQADEsQIIYQQQpRLri0Xm7bh425mOy7wJTkAzNqyk8QTZtbix1Ububl96dXCCoT7miAmz2ol0MubF7r0KPGZLTYbgV5eZzVei+XUDFZOVh4+fq7X8/X35po7TSXPQbd05tevFvDRqCmOmRsv7wvjdfdwRkaxxxbN2wqAf4A3s6auZ9af6x3Fee68/mMAoqqFMPq90gspFLDqfNyVZ5HHlhz/EU83syFrrF+TMl/zQiKJ/UIIIYQQQohK5cIITYUQQgghKpmdGTt4b+fbPNPwfwDYtI04/3jS8tMI8DAlhb3dfNh9chdx/vG4q1NLt5YcX0Sn8C5O11t0fCGxvrF4uZnZhhCvUPzc/Zz6JGYlUtOvJsdzzSaTJ/KOE+UTRbBn6aWL8yxWPpi3jPhwk9tybasz+wQ+xMfkYzzSthPtY2JpHxN7RueXh81qllmNmfwA3j5FzyoU5uHpztC7e5ByLIMDe44CUKthdIWNp++331Keolhaaw6VMBNzeXezd82rz/7MxOmPATDg8tEAfPrdSAZcPprPvr/7jO75077/4e8ejMmLN2Ou6d+chkFdOZy9A5u2nfFzXEgkiBFCCCGEKAc35caw2OEczj4EwDcJX/FZ6684kpPEUzvecur7dvOxBHuanew1mh0ndzgFMe/ueJvN6ZvoGtGdBcfMfiw9InsxMHoQj6x/0OlazzT8HxtTTaWwq2Ku4Y9DvzEo+qpSx/v+vKXkWqx8+R9TVMDPq/SgwPl5zdKx+1pfdkbnnY2CpWCN28SX2M9mNS/k29bvo1HrOEIjAgmNCKzw8YT6+rJi/36qBhRfAKHI8WlNrsVS7PHCG1s+89AEp2MF3z/94PfcOtLk+jRpUXpxgLZhg5iy/xWntiYhPdmavoA4/xbUrKS5MAUkiBHiDOzfZf6Reeqa9+hwZXOGPdCHqrHFl2kc+9gEErYdYvhDV3JZn6ZnfL9Pn5vM0unrAbhn9HV0uPLM/sE5ftisew4JD8DDU/7vLoQQFcmqrUza/5NT28tbnmdY7PUufRcdX8CAaoMAOJJzhFDPUJLzkgnzMlWoHqn3GPOPzSPQI4B2YSZI2J+1j/EJ41yu9eWezxkcY3ZWX5+6lpOWk6WOddLqTczesosf77yO2NDgM3rO0x0+mUG1ABMg7Eg2M0L1wsIdx/enm6pXsUFnd58zkXQgGYA/v11cbHWzinB7q1as2L+fpSNGnPG5W48dY8B33xV5rFqMmR374Y+Hiz3fZtP4FpETVJx6gR1d2mr4NeWHxKdJyTvEmG2nKuRpbSPCpya3xo8t8/XPN3mrEeIM7FibCEDK0XTc3BSRhUogFmXb2r3k51moVY5yj9qmWTx1raO8cXyjGJc+uzbtZ/6vq7j+4b74B/k6HbNabDx73amqMc9+eSc16lUDICd3OZ6e9cnL24CXlwmucvM2knT8BmIip6Ixn2h5e7ZAKU8SDzXCaksBwMuzMdWrzsGmsxw7Uru7VyUzezqBfkPP+DmFEKKyyrFmM7LWPbipUynGLUJasT1jm2OJ2e6Tu2kc1IRAz1OzAlvS/6FftQFMPzyVgdEm+Xx96lpyrNnkWnOI9K7q6Ht/nQfJtmYDZgZnyfFF9K56BRkWszQpIXMvbULbFjm+sXOXOj79D/bx4de7b2TBzr0kZ2aV+Fxam+R9gGYxUfjYPwSbYN8n5rkFc9hr3x/mgzWmKtjYXv1xU4qP167gzeWLzNjOwR4yxUm0z2QsnrGBfjd0oOlltc/JfS6rXr3c5RsaREQUeywg0Mfpz6NJaY59cKrXrLg9bVad+I3BMU/h6x7k9Pe2MqrcoxdCCCGEEEJccmQmRogzsH1dAgDKTXHtfb1RborkI2baPKxqMLN/XIpyc6Pl5aYm/pF9Jxg76ykiokMd11j19z989+Y07hh1Nc07Fb+PwIYlOziRlMZ9r5vNrKJqVGH8a38QGhnEoDu6AWYN8JSP/2LKx3+VOG4vb0+yMnI4kWo+GUw7+aXjWIDftQAE+l1LleAXyMvfybGURwCIj9ln7qMzHf3N7IviROqzZGRONM8e9F9QnuTmb8Lb88yXzQkhRGUU5RPNibxjxPubT/0zLBksOb6YKt5hZFnMbEfPyF4sT16GxWahXqD5N79lSGu83LxoHdqWtSmrATOD4+nmiU3bWJ+6DoBmIWYXel93M9P+99E5uNmLAxQk/DcNLnqZ8dI9+/hkwQpaxpqk9neG9iMtO4dHJ08vsn9xRvXvwQ3tmqOB8ZvMuArS2vempvDnzm0AXF2vEV1iazJu41qn8zVwKCOdmMCgM7rvuLemcc2d3QgK9S9T/+3rzUoJS76VP8YvOmczMYHe3jzdtWu5zlXAgx06lKnv/DmbOWp/v7jr/l5M+Hoht9/bs1z3LSwhawOtwvrj4eaJhzq78tfnmypPhYUKcF5uKsTZurvrywBExITy8g/3s2zmRl4f+RUAL3x3D2vmbWHKJyUHFAVq1q/GJ/OfA0Ap18npN+8bx7wpK13a/YN9eWzsLQBUrR7Gfb1GM3rSgzS2/4M9uOZDDLytK/e+dh1PDzVrWxO3HeaHTa+TcMhUP7HZUh3X8/Qw51UJeZGk4zc53cvLsyHVq/7NngPOlV3iY/Zw4Ehv8i27XcZXq/rhMj2/EEKIcyfPYmXSmk18sXgVYDa5fHPIldQIC8HDrfSFOFb75otBvt5U8TcBU7YlH4CGn48l4d7HeW/VUpYeMB92jR84BF8PT+bv28utU6cAZjnZ0/Nn88v2LXw3yHxg1q5a6curZ05cztj/TsI/0Acvb9fiAwV7x/j6e/PJzCfwC/DhocHvAbBj4z5e+PIOLuvZuNT7XKiys/K4bdiHDBpilgnm5Vn44ZtFzF4+io3rTLC2culObr+nZ6mbYL62pZ/T9x3Ch5GYuYEc60kCPMyS+AifOFqHDqCK97mvNldORT6kzMQIUUYnDqeSuN28oCduP0zfqHudjo99bALdrzH/4Hy+eBQAsXWiXK7z/ZhpTBgzjfvfuL7I4AUgIzWTJdPWMeLFa7l6ZA8Alk5fzxcvTOH1KQ87igns+efAGT2Dl0cdAHLyVp9q8zSzRjbbSSLDPkUVKgHq53MFaSe/cLlOeub3BPgNQdtnaDw8amKxHCAs+KkzGo8QQohzw8vDnZsua+Eoo/z6rAU8PGkaX9x0NW3jzjxPE8DX41RAkZ6byzcb1/J6tz4AdPruC/7bvgtPzZvl6LMnNZlpu7cza/itxAWXXgK6wPb1JjBy93DHaq86lp6S6ZiVyUg1s1xKKbatS6R67Uh2btoPQL1mNWjXo1G5nu9CoDWMfWMawcF+zJ5mcpC+mXw/P3yziD07jzD6ORMg3vd431IDmIL81sIuj/gPy5Q3STm7aFfFFIdIytnFlAOv8J+4t/B1P7MZs/NJghghymjV3M1UqWb+Ef584Sj87Ml3hY1//Y8yX6+4AAZg6jcLiY6PYODtl3PUXnHlty/mMeb3x5j27SLHjsUtuzY8k0cgIvQdAPIsu/H3vZL0zO/xcDcJpB7u0eRb9uPj1Qqr7QQAJ7MmkZn1p8t1srLnEOh/A54etQDQ5OHv25+MzMkE+l93RmMSQghx7hQk5b8woCcda9Xg4UnTmDzCVE+LDin/C+sHa5aRlptDUqapjJacnUVcSKjTUpsp2zfzRd+r8HZ3L/oixbjv5SHM/Gk5E9e+7GjrG/+o4/u+8Y8COL7/7t2Zjr1b7nh6QIm/Xy9UBxLN791fJi6nUdPqDL+5EyNu/BSAgsfZuD6RUa8PA8CvDFXK5h8dj6eb87vK13vu587an/DLgVcJ8DAfiLYNa0JNv2asS5lOx/DhFfVI55wk9gshhBBCCCEqFZmJEaKM5v+6mgffugHAMQsz9rEJuHuaT5juf/3UpxcjOr9UrntkZeQA8Otnc8lIzWRgrPMGZze1fAaAgGCzPrmgYMAzw9536vfnNwv485sFju9DI8ynbZ6edZ3+DPI/PQfGrCF2d4+0f98QX+/LycyeRnDgSOFKX5YAACAASURBVACycxehtQU/nx4u45dZGCGEuHD1aVQXb08PnvltNgBf3TwE91KWJBXYm5pCfMipIjWPtO3EF+tXc1uzVgC8uHiuS77LTY1b4O3uzr70NMe+MmXh4VH2mZuM1Cz+/HaxY1PMV+8dX2S//FwL2j5P9OXfT1Ml6v/snWdgVMXXh5/tm957AiSh995FkN5FFFAUGyp25bX38rcXsIDYFSygoICKNEVAeofQCSUQkpDek63vh9m9yZJNsgkgoPN8yd65c+fObpK9c+ac8zv/XA0bT3jkXjHvV6dPJKFxhNs+LVrF4h8gRB6SD6fTKDG8xjH7hd9Kv/Bb3Z4bHHkPO3OXAtAr7HrCjQnkmi6vnFZpxEgkHpCVlsfu9YfY9ffBavs0al6R/O5JTow7vn1HtI+e3Jdv3v6N95c9zuqF2wBY//suvtj4Ivf2f5WGjns1bCZ+epLYX1+02hgC/KYox16GPvUeSyKRSCQXlyubxFNUZgLg5517lZyZmjDbrNz4y4882aPi+99bVzXh/mz0Gg06jUYJObsQfPzSQmLiw2jeoSEA29cedGsEWSxWLCYhCHBkX+o5GzEZRUUs3L8fgM2nTpGck0NhebkSyhbs5UXzsDAGJIpn85AmTdDXEFY3eER7AJ566FsmTe7LsKs7Vunz7iuLef5NsVmYciwL+tZ//j7aIEINDVzamvn3qv+AFwFpxEgkHrD4s1W8Ou8B2vQQHowRsffRZ3Qnnvz4dorzRREynwCvOuXE2GyuCXcnj6QrxklMfDjfVGPo1IdzUyGUUacSiUTyb2J4m2YAfPjXRsxWK7paclYyiouI8vXjvuW/Km0n8vNquEJw228/882oazldWHBuE66GuR+uxGKx8uo3U/DyNlyQe7hj5qZNfLhpk1JI1B25paUk5+Tw20Gx+TktMJB3hgyhY3S02/63ThHRDRMm9Wbu7L+Z/90G5ZzNoRT31MtjWTxfqM1ln6nbZ1pqFf1Xn5nNkKj7AFej5WRJEnHetRu0lxLSiJFIasFitlJeZqb9Fc2wWlwNj8Wf/8XPH/8BwLu/PYrZUV3Xk3AyU5nZ5TiucaTiudm7SUgXPzD4DZc+TkU0p7HjlJmsLZzML9AznX2JRCKR/He4rWcn8kvLCPWt+RkR6xfA/DHXsyczA4CRP87h3c3rAHhjwxqlX+XXACVmEzO3baLY7Pq885RRzR6r8Tj7TD5PvH9TvcauL2+uXcvHW7bQOiKCMS2EuE77qChi/P3x0euxOjYo88vLOZqTw/oUobQ2f+9ebpo/n+/HjaNtZNUoDSde3npunXIVRw6mkdhU9DObxNqiYUIY14zvBsDj98+p07xXpn8CQFL+n4oR42RVxhdszJ7Pky3rVkPoYiO3WCUSiUQikUgkEsllhfTESCS1oNUJnfqz68KsWbSNNYu2Kcfv/d+3bFq+B4B5+94EwMff2yX0DODXr9Yw44m5/PjhcuIcuyzhMcFu711dToyT4gIRyvb2ov+jSXsR21o5J+aDx74HwMv3n3OzSyQSieTS4VSuqPoeG1Q1B8Rbr8NbX3tui5M2YRUJ5w907sGWtFRWHheRA92i49iekUa36Dg2nRY1W34YM4EJC+cRYKxaksATElrGKK8P7jyhHB/cKQo+/jpnHQajnslPjVQiEzQa9QWRWD6emwvAp1u38ny/fkzq0KHG/n4GA7H+/vRp1AiAe7t148ElS3jujz9YOHFirfdr3CyKZ18VBUJ//mEzoeH+WK02wh25PG/NvLnWMU6XHiRYL8QWroqYDAhPTJlV1HjTOOrCtQjow8bs+bWOd6khjRiJxAPufHEs97wyDmdqydmGCUB5qYmr4x8CYHxLV5f32QYPwK51h/ji5YUAPDHrtnrNq1HzaGb88RQJrWIxlVd11096fCQAPv5e9RpfIpFIJJcvh89kM/HzeQBsfrJiI875LNt64lS9C18mBgXzzahr+WDrRgCmDaioDN9o5tsABBm9eLT7FTyzekW97jH95weV10PjpyrHzjoxCS2iWfDpKozeekIdi/uDO1No3TWBqAYhxLcQoddePue+kffXsWMADEhMrNWAcYefwcB7w4bR85NPOF1YCEC0X82KbdGxYoOzWYto5vz8ABpNRQBVaFjtam+zj01VFNkqM+3gdQD4aEXtu/ubfuvZm7jEkEaMROIBeoPYqTo7J6YyKodM5eAbevLQuzcq/d0ZPM/fOJPNK5OY/Pw19ZqPzVHB2NvPSGA1X2R5WYXcN/A1AGITI/jf9/ei1cl/eYlEIvmvsGB7EgVl5VXaf965F4BnF6/AW+++aKKzSOZTQ/oytHVTt30SAoMZnCAEb1adOEq/hglV+vSIacCS8bV7DerDtJ8e5JV7v+bb95YR5ihGnZmWx9J5wrByLvqvGtOJe18ai8Gr9gKR1ZFdKiIfWoXXLGtcE34GAw0DA8koEmpt1RkxZrOVbZuS6d5bfO7RsUFoNGqOHEzjsxkiD/f19290e21lHm2xENVZmSNv7B/J4y1+4Y39I7m/6TcAqLj8ioOCNGIkknMm5ZCQL05Pya7ztdWpqVjMIomvusT+mATxJbpqwRbee6TqDsrZif3ZaXms/GETQyZeXvKJEolEIqk/D/XvxVcbtgOQdDqD1tEiHKxhiFjwW212HhtUVTa/qLycN5aJJP03lq1WjJjKe/oWmw2tWs0QhxHz5W5xH1slNcxyqwUfnQ4fD+SY64PeqOOZj27hqZs+Zu+WowDc/8p16A1astLy2bbmAAAr5m/Bbof/e/v6et8rzEeIHzgT9etDsclESn4+wV41R0d88NYSli7ewU2TrwRgzmerWb7xObZsSGb75qMe3y+j7KgSTlYZk03UpLPYhNS2Tl2/cL+LjUzsl0gkEolEIpFIJJcV0hMjkZwD+zYn8+UriwB49qu7ztu45WVmvHwMfPTXM0TEhbicW7VgM626NwaEdHL/cd3Q6bVKTkzlxH6JRCKR/HcxVgohnvj5D/gahQTwxxOvVtqv7diaTcdFIn73+DgAyswW/jokckA+nDBS6euUD/5s2Jgq9xqc0JjcslL8DUb+uF7keRo09VtmlhQJT8EGh1iOk7OPN67cS/ueTXjmo5u5d/g7ABzefZIHXx8HwIT7BgCwcsEWpj8+j8EOeeLWXaqGvdVGv/h4AP63ahWfbdvG7Z061SkIq8RsZurvvxPl60vDwMAq550OLJUKbr6zL0sX72DA0LaA8MQAXH9Lb76c9afH95yX8gxmh7elMu8fugGNSsd7h24A4P6mdZNrvlSQRoxEUgecWu0Ah3el8Modn/H2IpFgaPT2PNb27EKXZ9OmRxO+2fkaBbnFbP1zHwCnjqRz4lAaWafzOLDtOABX39mPqEZh1Y5TViK+vDYt382VV3f2eH4SiUQi+XdRbrHwwoCreHLhcgK8KsKHvt28k1d+XwWATqPBarMzoHkiU/p0BcDPWBH2rFWLAJ4BjRKrjB/t66+8Tgxyr7jpKWt+2wnAS3d96dJ+9vGLd3zOHU+P5prJV/LAKyJZ/aU7v2DCfQOIiK2Yw4CxXSguLOOnT/8C6mfExAUI4YA7unThtdWr+WnvXq521InpGB1NXEAAvnq9ooxWWF7O8dxc1p8UBuKPSUnklJby9TXuc2HvvVnUcfELqAg1m/56RXHRutaFAXi42Y9V2l7bN4zHWiyq81iXItKIkUjqwKGdx5XX6SeyeP7rKYoRUerYOXJHQU4Rbz/wtXLd4V0iplatdY3onD9TKLj89tUastLysJitePmKh033wW3pM6ojbXo0wdtPtNUmI/nxs+ILbOm360hPyWb8A4M9fasSiUQiuYwpNZlZsf+IS9uYDq14cuFyGoUEKW2DWzbhf0uEETPn1usY/+lcpg7oreTNOMkuLWH+ASEI0Cqsbsnt/noDbcOrL/B4NkGhftz2+Ah0evfLVGcF+7KSciJixXvpelVLAPqMaM/ir9dyx9OjXa4ZdXNvNqxIAqAgtxj/oPoVgX60d2+MWi0zNm3ijbVrPb4u2s+PL8aMoVtcnNvzdz00CBCCQBqtmh1bjnHDrVcAVHldF9ZnzcVHG+TStitvmdu+xZbcKn0vZWROjEQikUgkEolEIrmskJ4YiaQO7Pr7kPJ67N0D6DaojXJcXiZyUoIjKgqK2R1Brv5BvjzyvpCYXPnDRvZuSia+ZUwV7frmHUXM7Rf/W0jXAa0ZOL4HXQa0AipknpfMXqsUsayOs9XJAL5+bTHdBor5NnJo50skEonk38mSpEM8vWh5rf3C/Co8Eu1iowCqeGEAZmzfxBe7tlVp9wRvnY6dt90HgF6jqbV/t/6t6Na/Vb3udcfTo5k69j1uf2Ik6kp1VVQqFXc+PQqALav20/+a+odY39+9O9e1asWiA0L9bEtqKsdzcykymdA4Qu6CjEaahYZypSOXZnDjxhi01S+7m7cSKmL33/YZXXqIvNe4BqHK+XYdG9VrrnmmDNLLkl3akou2VukXaWzMwcJ1dAwaUa/7XAykESOR1IEbpopiXjarjYmPDHM55+1n5O1F/0erbhWxws4cGp2h4l+tz+hOlBaXM3B8jyrjt3Yk7H+x8SUiG4RUOQ8wYHx3BozvDlQYNhKJRCKRVKawvJyf776RMR99U2O/MnNFrueuU6JkQFp+IVEBrjVMpnbppRgx22+71+1Yu8+k8/2+3bzWV4RGdfxiBttvuxcVnhkv54OgMD+69mvJwV0ptDhr4Z/QMsbl57kQ6efHXV26ACg/zwVnTZsnXhjDzm3H6dO/JTOnLVXOZ2YUEBZRkXdktwsRgNoYFv2gy/Fr+4ZxTezTVfpZ7RY0qn/md3S+kEaMRFIHNI4clpufHFXlnN6gczFgAHR6DY9/dBs9h7Vz6Tfy1itrvE91BozzeolEIpFIauKWHh2rtCWdzgCgqLxCseqPA8n4OxL97/p2IX5GAw/O+5Uf7nStqeJbqShmsNF9nZNIH1+2nD7lcr66vheSsXf1I+VQ+j9+33MhP68YgIQmEaxansSw0R3p2FUIEFhfsnHkYDohYX68Mk0oitnt9lrzYitjs1sB6BQ8ApvdglrlagJoVJefSXD5zVgiOQfeeWA2//f+JN6+XyTZP/LBzUx7aA4PTbvR5cvgxME0PnjsOwCe/uwOgsLE7oczPOzh4W9xcPvxKuPP3fsmASG+zH1P7J50G9iGo3tPYfDSKwaOX4A3qIRr++vXFwOQ2DqODlc0J2mTSMLsNqiN8gU1farYRbvp0RHMfvNX+ozqSECo2CELiQwg63Quia3jOL7/NAC71x/i6juvAiA3swCgxj4SiUQi+W9w7cfiuTZrzSalbXibZgxv06xO4yxJPuS2vcRsosBUXv8Jesj6ZUJquefgNm7Ph0cHER59+SSoA9w2bgYAarUKux1+/blqyFdlBg5rxz1Th9TYJ9t0ihBHscvjxULxbZCjaPa/AZnYL5FIJBKJRCKRSC4rpCdG8p9i5Q8bWfnDRuX4jx/FbtRD025UvCwfPj6XJbPX0riNkEEMCPblsxd/4panRjHzqR8A3HphAOZO/52JjwwHR9GqJbPX8utXa1z6PDztRozeBl676/Nq5zlr9bMs/vwvlsyukG9c9t16AJZ/v54OfZoD8OoPD7Bi7gaMPgaOJAkt+qy0PL54+WcG3dCT2MQIAI/6SCQSieTfy85n7kelAovVxpHMHAA++3srH63e5La/Mzjhuo5tCPH1djn30Mrf3F6jVqno76aGzPnk01cW8ZOj+OPvx9716JqMUzm8++hc3vj+4nsh1qWk0KtBgyrti/58Qnm9+o99HEg6RbSj1s3IsfUTIfgz/TPGxj2LWqVh4anXAZjY6I1qetvRqg2K5+ZyQBoxkv8UCa1jOZp0qkr79r/2s331fkAYHolt4jB6C+WwX79ew4hbr0Sr03L/myJG+IG3buCdB2YzYHx3ThwUIVqjbusLwJrF20hPyQKg26C2rFuyk9wzBUx9b5KYQ8uYKobN2WxesYcbHxlOi87x/Dl/MwCxiREEhftz+lgm//f+JKVvWHQQn7/0M5sclYwTWsXywpy7CavkSvekj0QikUj+vRh1Ysln0MLBjEwAOsRFs/bIcbf9yy0ihyI6wJ9R7Vq4nDt018MXbqI1sGH5HsWA8YTTJ8Sz+NFxH5JzpuBCTatOTJo/n+SpU2vsc2X/lrRsHcuCuWLT1Wy2otPVPem+beBACiyZBOoiKbeJnJslp6dX21+nNnJDw9cAUF8GSf7SiJH8Z9j+136iG4W5NWLa9GxCx77iS3rU7X35c/5mMk5mA3DyUDr9x3YDXItLmk0WtFrXf/L0E1m06dGEEweFwkvXAa0ZfENPRt56pWJA2IEOfZqz9Nt1hEQJGcvstDzUGjUtOgspxmvvGYjFYqUwt4RrpvQHYPOKJBo0jSI7I59CRwJg7pkCUg6n8+A7E/nkufkAWMxWDu88QVh0ECmHxDxq6iORSCSSfyeOAAMAzFYrOodC2LhObVx+1pXpW0RkgE6twd8gNvwSg4LpFBmNQXPhlpZd+7fihvsH8d0HtUtHA+RmFgJQWnzh83Q8Ia2w0OO+YRH+THlwUJX2pJ2iWHbr9lW9OWfTxK87x4p3YLPblLbxDV/GoPa5LBP5z+byfwcSiYe07dVE8bacTXF+KUHhInn/71920H9cN759ewkA1947kBdvmcU1U/rTfXBbAI7tS6VBE1F92GoWXw6lxeWs/30X10zpr0gl/jhjOVazlaBwf7Iz8gHI+GU7Nz8xioBQP9b/JhLtxt4zgD3rDxMeJ1zHKrWKovwStv65l2GTegOw/vddtO3VhPiWMWz4fRcAHfu2xGyysHHpboZNukKZ28+f/IlPgDcxCaKqck192vVqel4+X4lEIpFcWlhtNuZOngCg1C85H2xIFaHJVruN/LIyANKKC9GrNbx51RAGnGNI2Z5NyTRoEkFAsK9Lu0aj5qapQzw2Ylo5NgbfW/Qwdw54/Zzm5GTo7NlK+HldsNvtnPbAiDGZLBw+kEZsJZVSL289er1YsiftFp99aalJqSdTHWW2IpalzcCOjQCdWA98kXwfpdZC9BpvIoxC/ayF/xW0CRhwWXhfKiMT+yUSiUQikUgkEsllhfTESP4zaHXaandP5s9cwVVjuwLQukdj/v5lBwajqMcSERfC05/dgbefUQlFSz12huunDiXlUDpz3voVgC9fWcjoyf04mnSKq64V4Wd6g5Z3HpzNsKiKwmA3TB1GTkY+Pv5eXDlGJOudOpKBzqjlo6eFcMCkx0fSfXBbAkJ8MXgJbf6Th9MZ3+IxtDoNd7w4Vhk/sVUsvYZ3YMYTcwHoPbIDz355F77+XhTllwDU2EcikUgk/060GjXt46Jq7HM8O5dGIRWhxaUmM2uPHGdQyybVXjPv6vFV2mx2O3sy0/lw60Zs9fBUVGbBJ6s4tPskRh99jf1u6/tKlTa7zY7NaueOZ0bRe6io0RaXGH5O86lMkJcXm06eJMLXt/bOlbDZ7ZRbLLX2W71iL2+9vIjQMD+yHOFw19/Sm1uniLIIBXniub5lw5FaPTHemgBGxz7GgpMv80DT75T2lJI9zD3xDP3CbwXgaNE2Fqe+xaCou/HWBNTpfV1MVPVxiZ0HLspNJZKstDxCHXkoZ2OzirAwtebCOyitFhsarZqSQuGG9/IxoFKrsFrEHJxFNZ39JBKJRCI533y7aScvL1nFCyNE7uWELm0pt1gY/uFs3h8/AoCWUcIAsNhsNJ4l1MA2TLqrxnG/37cbgPe3bmDDpLvw1evx0xs8nte1bZ+i2PF8rC/tejbh9W/vVo6Hxk/1WM2sJlYmJ3PXokW1Jue7Y39mJiPmzKn12kHdX2L5xucY1P0lAJZvfE459/yj8wAYdW1nOnWrOWxvadqH2LGzM/d3ugSPVtqLLXnsK1jNky1F2Pz+gjUUmrPRqQ20DxoKgArPC2n+A7idjPTESP5TVGfAwD9jvDhxGibefka37dUdSyQSiUTiKbPWbMJqE/vGlb0tFpvYMEvOElLLL/z6ByCMGJ1Gw6ncfCZ+ISIDdjx9HwA/HdyrXN9j9scez6HH7I8J8fJm3U13AmDU1r70/Grts+j0GlTV5PGMbv4YAIsOvOn23KIDb16w52e32Nh6L++bh4VVe+5UihATCo8UnhB3PgaLxab0a+/I96mJGO8WqFCxM/d3Ir2EZ+2X1LeV82fKjgKQVZ5C64D+BOlr9tpdakgjRiKRSCQSieRfRkpOHtP/WI+fscIDUlhWjp/RQGGZUOu6t2/3KteVm0XIU3SAn0t7j5gGrLxehB/VZZfejp0yiwVVHVb+vgGehTrrDe6XsdW1nw/8DAaevPLKel2rAh7o0cPtudvGzXA5Ht6nIlTupqvfo0GjMCKjA+k/RCjKaTzYeA3SRRNiiAEg0bdqrRlvrdjYTfDtfNkZMCAT+yUSiUQikUgkEsllhvTESCQSiUQikfzLiAsSu+xbnqyoUt/8+WlsefIemj8/DYD7+/Vgxl8blfMpOXlkFIo6ZM0jXUOf4vz/uYTv0pJyTGXmKhLLlwq3d+pU72sfrMYT8/PKxwEwGHUM6/0/lqx9WsmJ+fCrO9i9/TjvvPILE2+9wuN7LU37gBJrHgCfJk8BwMfhfSm25JFRlgzAsrQZjIx5hDjv1vV7UxcJacRIJBKJRCKR/MuoS/iWk0Hvfam87twwxuWcHUjKzACgTVjEuUytVpZ8u4GVC7bQrJaCjtOfmFdte++h7eh8ZfMLMb0Lgo9v9cIHVquNslIz3y1+iFeeXgDA4JEd8K8l7G5y4kzs2Hl933DuazIHQKkF89q+YST6dgHgtoQZrM2cg5fGn1BD7UU0LxWkESM5Z+zYL4qKRY5JJLellJyguV9LjBpjLVfUj1Vn/sBX60fn4C7n7X1W95mZbWYAdGrdeblPZeaf+oEwg9hZaxPQlmB9SC1X1Extv/dCSwE+Gl/UKhm1KpFI/tt8n7KQvuE9FOnhj5Pn8FLrRy/yrCr46//ucDl+6udlDG3VzKXtmdUr+HavKLR8/J5H3I5jslp5evUKmoeIZ83A+MY0qIcHZ/Of+zh+MI3jB9Nq7Lds3qZq2/dtPUbnK5+o870vNts3i2T7MQPeUNp++GY9Ux4cBMC9jwr1sLV/7mP4GM88Qg82/c6lkKXNbmVI1H3YHWLBRo0PAyOnkGdOPy/v4Z9CGjGSc2ZT9kZ+Sp0PQEv/llwbOx5frXsX8OYc4bbuEtytTgaBzW4FcPknzCrPAuDDI++jVWm5Pf4OugR3q9d7qIlOQV14OulxlqT/wtSm4qHjp/VXzqeUnAAgz5xH24B2Ho25Pmsdf5xZQfvADgCMjB6NChU/p4odlq25W+gY1IkJcTect/exOWcTBeZ8ABq1SHBrxBwvPoZR40WkMbLGsezYeSbpSboHC7f4oMjBGNSuRuQvpxezPvtvWvq3AmBy/F3o1TVr/kskEsm/kYWpS1GjItskQnsOFiZf8Hs6a5IM/eArl/bKx68vXQ2gJPqn5ORhs9sZ27E1gd6u3+ln134pNpt5bcNqukXFAmC120nOy+bHA0lKn5fXrSI+IIjvRo8jytdVKKAmbntCyDur1e7XCQ+MEuFw7y9+uMo5u13UibFYrB7f75/GbBVzK7da8dW7PhfbdGjIr2uecmmzWSs+++gYoTK338uz56kKlZLA70St0tAhaFiVvoG6mp/9lxpyi1QikUgkEolEIpFcVkhPjOSc0al1SmhXua0cH62P236LTy9k8emFAOzK28nkhLs89sZMPywKVGlUGgZGDKalfyu06oo/33aBHc7JC7Po9M8Y1CIe9arwAS4eA3+dPx0CO7I+ex15JuHJcHpiSq2lfJT8ISA8Q3ckTKGrB/PQqXWklJygQ2BHoEKu0hlGlmPKJs4rzuUaO3b+OvMnV4RdiVZV8d7NNjNatbbWz1Kj0qBxeLIaejescr7EWsKM5Pcx2Uw83ESECjTyca9Df7QomYyydJZnLAUg0hhFc//mLh4qrUpLmbWMjoFC1lF6YSQSyX+VGK9ItuTuonOQZ97684HdDi+M6I9BWxHBcOhMNk3DQyg2idBlf4f88v60MwA898tKfPR6Prx+ZJXxXrjiKqWI5eykHczdt4d9WWdYdGg/AIWmcu7u0BWAPZPvB+BgdhZTli1i2pb1vNlvsMdzb9bOs7yMJm3iau/0D5FfVsbjy5cza9SoWvvmlJYCsPjAAe7o7Cp9rNNp3F1ShRatY2rtk1Z6iOPFO4ly1IhxolHpLrskfndII0ZyzlTOeQg3RLhdTK/L+pvFpxfirREGTrA+hAJzPgG66otPOrFj51ixiBEttZYSog+lhX/LaudQH4otxfxyZhEgckeq48V9z9Y4zpwTX9EpqDM2uygkplFpapybUVN9Up7urEX/ioxl/HByLvsK9nJPY/GAUKFid/5OPkqe4W6Iapm89ZYaz89I/gCAt9q6r268O1/ERV8dMxaALsFdeePAq1jsFsbHXe/S11vrmd6/RCKR/FtJLRW5Bj1DRSL1iOiBF/yeRp2WCV3aKsdvr1jLl+u3ceDFh/l4zWYAru/Slhd/+5PhbUT+y/A2zdh6IpVZqzdzbSexyB3YojHrU1PQqysW17sy0nmyx5Xc9MuPisHSaObbPN6jDx/t2IyfXhhHnaNiSAgIZnSTFvV6D8t/3KwYNA2bXlqhTt/u2sXEdsIoLbVYmLRgAUkZGR5da3AU/Jy7Zw/Xt22Lr15PeZkwLBfP38J1N/asdYzo2OBa+xwq3Mj6rLlEGhsrbellRwAY1+BFJbH/ckUaMZILztbcLXx94gvifRK4O1FU/g3W1/7P5ySjLJ1Sq9i1CNIHc0ODiR55cIosRRwqPEjHoKqJb8lF4p840Vf8Y+srJdI/0+J5GvnEs8mRv5NryqVvWD+MdeyFvgAAIABJREFUGiPlNhE3/MHh6fQJ61ut1+VI0WEA3jr4eo1znHfyO5eflfnk6Ed8cvSjKu078razN1/EHLcOaEP7wI7M7PiJ4un4K3MV8T7xNPRu5HLdk3seU3JiZnQU1ZZNNhM/nhLqLleF9yfKGF3jfEEYlZtyNhCgC+CK0D6AyFk6UXKccEM4MV4iPnp77rYq1x4uOkSUMQpfreex0RKJRHK50zW4A2fKs2jsI7zgboqxXxB2nDxNy6hwAFpEip/lFgvxoSKvYu7WPax79C4sNptyTfu4KD6YMJLZG3cAkF9axpHcbKZv2aD0eaZXX4KMtW9QlZjNTG7fmV6x9VO8+v37Dcx4VuTc6vRVl6zXtn2qSltN/DpnHQAjbupVr/k4mbZ+PR9u3KgYMcUmE3kO74qTDSkp9Gjg/n3rNcIgPJ6by7Xff8/Sm2/mkXtmA3BwXyqdezTmuy/W0LZjIwC8vPV4+xgIDPIhPjFcaauNK8MnsT5rLrcmvK+0vbZP5MKsOTOHkyV7AegbfjNcBIGmc0UaMZILxtbcLQB8enQWvUJ6M7HhJJcwKE/ZW7BXed03rJ9Lcn9NzDnxFdtytzIwQriwx8VNUIyfFRnLADhecoz+4QNdxtQ45phRJnbOFp9eyPxTVWUcDxYeINIYSQM3oVnN/ISs40cdP3WrNLYxez2fHfuE8Y7E/YERQnXEmdj/W9ov3Jlwt0ehaZXDxAB25G7jmxNf13iNO0/MpuyNvNz6VQJ0NSvJJOXvIas8ixsb3qwYTslFRzDZTAyLGoFXNd6lXFMu7x+ehq/Wl6lNHwNQ1NIkEonk30yg3p8iSzFpZSJs63jxSdoFtqzlqnMjo6CI6z+r+uxq9/IHLscv//an2+s7NRDhSpO6d2BS6w5c3aQlc5J2AnDbbz/xwSCRfH8wJ0u5xvm6clvDgECSMjNoGCAiL5xemtooLizjSNIpDEbxDNVoqz773bW5o7RYbEAe3X/ao/41kZSRwYcbN7q0hXp7s+jGG+k0cyabT50CYNKCBbSOiECndo3GMNtsvNy/v3J8NCcHgNffvxEQqmTZmYWs/mMfoeEiRNtqtVFaYiI9LY/jyeJv6JVpN9C0Re0bjwBfH6sqgHBz/Lv8mfE5ACvTP2VA5J0ejXUpIRP7JRKJRCKRSCQSyWWF9MRILghrs1bz40mRW3Jjw5uVsKP6sCtvh/L659QFireiMltyNrElx71evNPrEmGMoG/YVQCKCMBHyR/SwLuhS3ia06vhrNkC8L/WrxFpjFJknZ/Y8wiDI4e49cJUprp6LxZ77dKPVg/6uEOj0uCl8eKDDq6haO7CyUqsJTywQ1RzbhXQulYvDMCfZ1birfFxkZPeky+SPT85OotPjs5y6f/+4ekux6XWUr5LEUW3HmwytS5vTSKRSC5LlqcLKeN9BYeUtrsSb7qg9/Q16PlpykRUlapejvnoG36++0bleH3yCb7ZtJMPJohEfo3Da7DtRCoLtouw5bzSUsL9fFmfmsLM7eI5+/dNdyg1YwbP/UoZz/m6cpuT29qJ0O7nevXzaP7evgYWH3zTZf5OhsaLZ8e87S97NJapzMycaUu5+ZGqssJ1pXVEBC8PGMCzK1e6tAcahST1VzvEmsVmt7M73X3dlWVHjiivnfkxlYtddu6eCMBdjtowlXn7ZZG/e2BvqseemFExFTWJZh2ZDIBapaVn6HgAlqd/xIGCtTT3v8Kj8S4VpBEjOa/YsTP/1A9klWfyUutXAAisJnl/R952Yr1iCTOEVzteibWYQ4UH6RXaG4BbG01Wzh0tFjr7r+5/mS7B3bgr4W6P5xnvk6C83l+wTyn4BKBzqJ4VWPKVNncCBJo6hMatyVyt1JMZGDEIH60PnYO60MLfNdnRW+MNQCv/1sR6xbE+ex3L0n8HYFLDW5Qcnpow2UyUWktrTN53d85qt9Q4rjOPyGmwpJScUHKbduZtZ3T0GEZGj1b6/3ByLsszlvJAk4cAaBvQvta5SyQSyb8VvVqHqdLm2IXGx6BX8mEq0zwiDKddkBAaxKd/b2HLcRECdWtPYWik5hXw7nXDAQj3E3XfdmakUWw2ARBk9OK+Tt15e9PfbJh0FwA9Zn/Mhkl30WP2xzQPCQXgvYEj8NcbsGNHr67bktOd8VJf9EYdtz9ZVXHNU3JLS5VVQrCXFze0bVvFiHHy9pAhACw7fJjkqa4bdYnvvuvSNnPTJowOI6a01KS0v/fGb4BI8gdIaBxB81YxaHUa2jnyZAYO91zprtCcRa7ZtXBogTmTL46KPOXuodexI3cpzfx7X5Ti5fVFGjESj7Hardix15jXsjc/iXFxE5SckOo4XZrKJ0c/wlvjwxPNRWKeO2NmXdbf6NQ6xsaMO7fJn4XT4xBljKZjUGc2Zq9TzjlVwVJKUgBo6N3IbZ6HyVaOzW4jy5QJCNloZ/7N2ZRaS/grU8QdO39CRd6QO/buS3I5/uzYJ7zQ6mVFCroyFrtF+eKJ9oqhfWAHBkS47uC488TY7DamH37HMcdSiixF1RYqdaq2hRnCySw/Q6QxkpMlJwEhrT0k8tx3uCQSieTfislmpn2gKP7b0Cf2H7+/xWrj0UFXYLXZ0GqEx8Wg1fLCiP70THBNQO/WKBY/o+uz5okefZi1Q6iavbVpLX+eEKqhlYtYOl93ihT5NE/+tZwfrp6AVn3+shds1goRAlO5Bb3hwi9l5+3Zw8pksXEaHxSktD+6dGmVvt469xEY1eHjKHZpKq/YSGzSLAqAzIwCALZvPsrRIxlcN7EnI67pXHWQWtics5Cs8hMubcvSZnBjozcBCDU0xE8bwpHCTTTx617n8S8W0oiReEy5rYypOx/EUsOO/YmS47UqclUm35bHV8e/AODRZk8o7U7PyF+ZqxgVPQZ/nb/b66vDZreyIXs9PUJ6uhUCcIaMPdvyBTZmb2Br7lblnF6t53DRIU6XpgLwUJP/q3RdxRfxiozlrMhY7jKuWqWhf/iAGuc2Of5OuocI+cRyWxkA926fQog+hDfavuPSd0XGckW5bGDEILcGDMDJkhRe2f+SS9tcN4pnyhyq8dIsPr2QAREDCdaHACgG64bs9UQahbxlC/+WSr2fNVl/AXBHwpRqQ+fOZmvuFlo6JLKdktsSiUTyb2ZE1AB25+9nWFT/2jtfILQaNbf3qroAHtKqaZW2sw2Yw7nZrEk5rhyrUPHFsGvoMftjyq0VawKnytkrVwoJ6efX/sH0Let5pFvv8/EWxD0sNl6ZLbw/Wu0/k9q96dQpdqQJT4bzJ8BP+/bVa7zK6nR+DiMmINBbaRt2dUemv/4rt99b8fdiMln4fdEO5n8nVOKum9jD4/tdG/ec8vq1fcMYFv0gazO/JcckhA5CDQ1pGdCX1We+vqyMGJnYL5FIJBKJRCKRSC4rpCdG4jHeGh/ebf++krfhZEfedmYcERrkw6NGMiZmLFnlWfyUKrTd70yYUud7bcoWOw0Rhkj6hPVRPDOexmr+kraYX04vYkvuZu5NfACoSLIvtZayNH0JAKszV+GvCyDOK46schEWllJygsWnF/JIs8cBaOJbsUsVqBdu5FBDqJLk7/RWBOgCMDnqyJzN+YztPZtyWzmNfOL5sINIqDdqjG77uQsngwqPzcqM5TT3a8EbB14j2kskC97f+CGKLUXszt/F7fF3ALAk7VdAfI6NfUUV4ASfRI/murcgiVnJM4hweHUeafoYQXWoGSSRSCSXI9mmXPqG9+Rkqdj57hB4eVVLP5yTzfQt65XjRgGBSujYN0m7lPYOX4jCyyuOiRzK53pfxe2//URmSTFh3ufH8643aOl4RbPzMpanPH3llTzRRwgUOZ/mQ2fP5vdJk1z6DZ0926PxzNYK4R4/hyBAeaVwsuysQm67pz8Wi/BsabVq9Hoto6/rwvYtIozv4L5UmrWMqfE+hwuFFPT0gxNc2rfl/MrtCR+yNO1DAGK8WuCjDSRAV32O8qWINGIkdeJsA6Y6xCK/wiioTcWrMmabmXXZfwNwT+L9/JGxUjGIqqM6dbKk/D38lPojgFKTRafWkeRITvfXBfBosyf45sRsJe/FZreRXHSENw68WutcI41RvNxa9LtYyXAfJ89kd/6u2jtWorpwspnJon5AvjkPEPVqEn0TubXR7VVyofbk71bCyj49S5GsMmerk0FFDZ7Pjn3iEkYokUgk/0Y2ZG+jqV8iCT4i9+RgYTIxXpdWBfqaGJbYlAGNEll5XOSFzEnaye9HD/Ncr36MaSbCg7tExXAsP5cf9yfh6wiR0qhUvNxnAHP37eH+zv98mJLdEbfl3Ed0Hh87nU18dAiV9xd3HkwlLMiXmPCqKp2NQ0I4mpsLiIT9u7t2BaBpaGiVviXmCvGGzOLiKuezSkpccoQCDCJ074+lYl3i5a3ntnEzMJutfDVL5NAGBvnQKCGczj0SGTKyAwB5OVXHPptQQwMmJ87k7EKWZlsZXho/RbXsaNE2mvh1J9qrOSVWsdnpraldrfRiI40YyQWjd6iQ6vvy+Gc81fw5j3MmtGotdzqUxrw0XgyMGMygSKH2UXkhXV91Mq1Ky32NH1SO/bR+FFkKFY9AS/9WzOz4Cesdyf5+Wl/aB3YEKmSPn056ApvdyoNNptbZePns2Cd8duyTKu3ZpuwaFcWq486Eu1GpVErhyerm44kn5vHmT7l4nmqic1AXJZnfee/KSHUyiUQiqcCg1lNoKQKgmZ9n3utLCb1Gw7BE8XwYltiUdadSWHx4P3qNeC63DY+kbXgko5u4qm7G+QcQ4u2t5IGc7+0+k9nC0zN+o3GcMChuHdVNOS4uEwbFvGXbXa5p0iAMi9XGsdRsl/bIED8WTbvD7X2+3i7G+GbXLv4+IZLkrY4cIE0lo+S73buV190//piz6TZrFhPbVSiLhfkID9Ww0R1dfgLYbeJTy80tJjOjgL27Upj+uoiGGHdjT7fzrEyQvmYJZo1KrMuceTARxoSaul9yyJwYiUQikUgkEolEclkhPTGSC4ZTgevn1J/47Ngn3JUwxa1S2NmoUOGnrZBs9NSDUxcq52HY7DZSSk7QMahCtUWj0tAtWOxM/G//C8T7JBKgC+CPMysAyCrP5OGm/0eYIazO966vOll1GDVGlqX/zo+n5nk+h2o8Pja7zW27O9QqtVsPjEQikUiqklRwgDhHvqFapbmswsnc0Su2AZ0io8ktKwXApwZp4dFNmmNyqJgZNOd36bl6ezJB/t70apdQ5bh1YyFV/PANfbni9vcwW0Q0xUdPjcPXy8CqrYdIyyoU76d9PHHh7uvaAUT6iXVJn0aN2H5a5DaNnyeeu+8NH06Mv1BRtTm8Mze1b+/ioXFis9spLK/In3UXkuZEpRZ+q+AQX4JDfGnWMpprHOf27TlZw6dSFbNjvbEuay59w28BoNQqJJz1ai80Kh1l1iKMGvdlFi5FpBEjOWeqW/g68yqGRg3jh5Nzee9wKbfH3wlQZ8nkC8mJkuOUWktp4dfSpd25QB8cMZQ3DrzK1TFjWHBK5NcMihhCK/82Ht/jQufLXBU+gP4RQtKyujo+1YWTOY2kNZlrpOSxRCKRXABaBTRjWGR/JQejsW/8xZ3QecKo1brUiakOH92F2/BKOpLG6L5t2HlAFOw8k1ukHDuNmF2HUnnl3uFK+Jift8hDOZNTRHSY0/iws2nvCXq2df+7cebB3N21K1abjW2nT7P4wAEAJi1YwLShQwG4s0uXWuf8pSM0bcWRI4xs5ipSYLHYWPvnPvoNaq3Uidm57Tgdu8YTEOijyEq3bBPnycfD4cKN6NQGThTvAWBD1g/E+3Sg3FZMIx+RX3OocAPrs+bRwLstAyPv8mjcSwFpxEjOmTPlGcrrbFMWi08vZF/BXtoEtAVgYMRgzpRl8FfmKp5JehKAwZFDuDKsX7WFFc8Xh4sOUWotAarPydieu41gfTCdg91/8fQKvYIdeTv45OgsfLRike/M97lUOBdv1dDIEQCMiblWelYkEonkAvBcy4cv9hQwWzPILfkNf2MfjLrGF3s65w0vg47bXviOVgnCs9W1dUPleHBPkZ9jMlswGnQcO52jXHc0NZv+XZsqbTc+M4erujSp1oipjEatpmtsLF1jRdHSErOZP48exc9g4HSh8OxE+7k37sxWK9/uEmI8z/brR4DRVVF0/ncb+GLmHwC89txPSnvDhDCyMwu5/mZRc+c6D3Jick1pbMlZSOfgUVwRJsSN1mfNRas2sPrMbHJNouZNhDGREks+XYJH1zrmpYQ0YiTnxKnSk4pcMcCm7I30COnJ3Yn3EaCrULa4ocFN6NR6VmQsA+Dn1AUsPr2QZn7NaeondiHaBrSjgXdD7NgVqWKD2r1csCeUWkv55Ogs8kxCUWRc3PUMPKuKfZGliNWZq5jQYGIVD4bTw/R7+m/sK0jiitA+bM3dAsDze5+hmV9zOgV1poWjcGOkMaqG2VR4Ys53Yr87iixFfJcyhxgv8QUbpA+iwFyAu5TKuhcS9TzkTCKRSCSXBgWlqziV+wIAXjrx3I0Negk/o+dFEz0hq+h7Qn2vP69jAhSVb+RY1j3EBr1AkPcopf2OMT3o1CKOxg1EeLe/t0E5DvITqqOhgWIDslvrCqXUhBhR1DksSGymrv/yIY/mUWaxMHPTJkxWK5M7izD0UG9vhjZtSpOQEMbNnQvAzR06uL0+KSOD3g3FPK5t1UppN5tFqNv4G3vyxcw/6NTNVfzh0+/uZtumZE6ecBUjqIn9BWvoGiwC0I4WVYgb5JnSaeLXjQ1ZIrrEajdzfcNXCdRfXiGOMrFfIpFIJBKJRCKRXFZIT4zknFh8eiHFlmJCDQ5pw0aTaebXvEo/tUrN+LjrifcRbtpvU+ZQbClGo9LQ0LsRIGq2gMgfeTbpaQByTJ7tOFRXJ6Yy805+RwPvBi7z+/HUPLqF9KBnSC+XvvsK9vLjKbGbEqAL5MnmzxLnHcfIaOFq/eHkXLblbuVA4X7lGl+tLx2DOjEiajTBZxVwtFPhvaic2F8bniT2u8NX68t1sROYe/JbQHi+QHhkzhUbnnlirHZL7Z0kEolE8o9QUPa38jrIRzzLfA2dq+teCTueCiPb7KXkFM+/IJ6Y1Lw3MFuzOJZ1H4W+oohjXPDLaDQaurRq4NL37OPzgcWRsH/bTz+x6ZTIv9l4UiTXL5w4EY1KxQcbN5LmCCd7fc2aasf6fMyYKm03jxV12vwDhPfosftcC2dOueljTOUW9AaxdN+57TgvvDGuxjmfKtnL0aJt+OtC0aoMSntGmShGOjrmMUAU5C6zFtU41qWINGIk58SkhregVWm5seHNQO3FMLs6FL9a+LdiQ/Y6rgof4DYR/cVW/wNQClCebzZki8rDvlpfro0dR4m1hG25WwHYX7CXYH0wt8eL5LZYR0gWQLBeuJ+nJN7LyZIUlqYvYV/BXgAebDKVRj7uY2nNNrOSNB/lVXOF3bPROBTdfOqYPxSkD1Lq7Ty551FyTbkMc+S/nAtmmwkvjVetvxuz3UyQPphQ/eVVAVgikfx3STotQqtMltRq+zQIFgWOQ31vrHEsu2MjJ7dkMXmlyykx7cFizXSeRasOwahrir9XXwCCfa7hVO7z+Bv7EuxTdZFbX2x2kRdaUCYKJxp1iUT63+M4W31ATnH5NgCOZt1BXND/CPQeVuu9Css2UFS+he0p59+IqEx+6VIAQsrH4mPodEHv5eSddaJ23K70dEY0a8aV8fF0iXF9nr/cvz+/HzoEwIcj3D9vyywWHlsmQus/GT2a9lEiFP3DLycrfSYMf5dXp09kwvB3lbZXp090GcfurNxZA+0CB7MjdwlXhFX8re7KW0aHoGEcKtzoEj6WUXYUs60M3TmE8f/TqDz5EC4AF+WmEokTp+HR0l/Eo6aWnsLXIetcOZfnfJFrylVEAeqSPF9oKUSjEg+Zc1EO25i9gVBDKI19m9R7DCdZ5Zn46fwxqA019rPYLdUqpUkkEsmliViemCynSc68hVLzQeVMdOBjhPvdhlpV82YdQH7pn5zKfQ6AcksKQd4jCPG9Hm+9eOZoVH6YrKnkl/5BRsEsACy2HOx2M/7GvjQOn13t2ABWWwFqlVhsqlQ1P1Oyi4QM8IkcUZ29YfBbhPiOr/GaMvNhDmWMdcwrDxUaGoa8TbDP2GqvsdmLOZg+Bpu9lFbRa2scvy6YHYbfntTOBHoPJsr/Qbz0rWq56vxyqqCADzcK788jvXsT6l3930Diu8LwSJ46tdo+t//8MwB/nzjBE336cGvHjpSWmgBYOG8zGWl5XHFVC1KOZwGweP4WomKCqhgytWGxm/jm+KNY7VaMarGGSCnZQwPvNpRaC7A7/t69NQEUW/No6tdDkV++xHDrCpRGjERSCza7nQW79tImKoKcEqGH3yE2CrPVxh+HkvE1iAdIoJcXkX6+xAUFsHCPCDO7uk0Lyi0WckvKsNhE0l6Qtxc+ej0Ldu2lVaTwUkQH+Fc7Vn2w2mz8vuEAI3oJ0QGzxUpSchpZ+cUAvP3tKkICfDh8MpMnbx4AwDV921JcamLNzmQGdRNJn6ezCogNC2TXkVR8jGJuBcVlhAf71ain/0+xcF0SV/dqrRzbbHYWrd/L8G4iZFCjUZOeU4hWo+bQKfEwKC4z0alpDDqNhkDfC+Ppk0gklz+pef8jo6BChKVt7G606tq/9zIKZpGa9zpqR/hOfOhMArz6V9vfahPS90ez7qSwbANqlYG2sUIO12monE1W0fek5Dzu8Xs5P6hpEi7Cm/2MFSHRJosIrTqadQclpr34GrrRNOLH83ZXp5GnVnkR5nfzeRv3QmCz22kybRoABx96CK2bOjEAa0+cAOCWBQvo06gRM0aOZP/2FACefPBb3p11C1OnfFXluuUbn6vTfArNWZjtJo4WbaVzsBBDeG3fMJ5suYRcUxor0sVnO67Bixwp3IyPNogor3Pf7LwAuDViZGK/RCKRSCQSiUQiuayQsR6Sywpr+V+U5dyMV+hC7Hbh2dDo2oFKh6nwbbCLirR22xm0Xtei0XfGjuhnt57GZtqO1msMOHa3LKUL0BqHgsobq0kIA2j03Vzuuen4SYxaLWO/+J4hLcQORYCXkTf/WMuGYyloHNXLrHY7zw+5iomd2/F38nEAHlsk4nYndGzL5B4ibveF3/9kkcNTc2VjkUNjslqrHas+LFm/n/ZNopnyhtgN23bgJE/fOlA5n1NQQsfmsRw+malsb2zae4KXPl/OmdxCnvvkdwC6tmxAZl6Ri7Y+QMv4SL5+7oZ6ze18kXQ8naz8YkrKzXgbRJ2ce97/ic0HUnj5mxVKv37tE3ls/FVsPSQSMPceT+epz5cwoV97Hhvf76LMXSKR1E5+0ecAaDWR2O2leBn7oVELcRKL9QwWyzFMZvFd6uM1Ao3m/ObfqVWuIbwade15idlFc0nNexVQkxgm5u9n7F3jNRq18Lgnhn3JwfTRlJoPUlgm8jYDvK5ye02Iz1gCvUXJAK06pNqx80uXk5xZkWvRIPh1Qn1v4FjW/QAYdA2JDnik1vdVHWZrFgczRjtei7CvYJ+aa40cy7oHf2MfQnwn1Dr+oYxrFU+PQRdPsM9Yj34PF4syi4VXBopnbU2RTlc4JJZnjRrFwMaiZs+ShRUSyL/+vM3tde+98Rt2mxg3MiaICZN6ue3n5KtjDxPv054mft3JN58BoE/YTeSbz6BV6Qg3ijVIvvkMgfpIfLXV/y1dikgjRnKZoUHv/ww282HK80V8r09UMuX5j2EpmefS02ZJwRD4OqVZ4gtVrYnCEPQldlse5fnCDW8t/wuT5g3s1gy03iJG+Gwj5mh2LuuOnSA+JIho/4riVc8O7stbf/xNriPEbGdqGjqNmomzf2BLimtSaL8m8RzKFEprCSHiIfx//XrRKU4kBQZ6G92OVV9Ky838sfUw2w6Ihfurdw+nuMzk0mfz3hTuGduLIH8R22uz2UmMDeFMbqHSp2mDMJ6fPJjhUz91ufbVu4fXe27nSn6xMFSPpIrwsL/3HKVBhPhM77+6N/tTMmjeQCxmcgtLycwvwqjXklckPtvth1PxMuhoHBN6EWYvkUg8wWw5SrlJLOqyS0TBP3/fm9FpxYIvJ/8lVCovdBqxGPTzueniTNRBmTkZgJTcpwCI8J9cq/FyNmqVNw1DpnEwfSQFZX8B1RsxKpUerarmBafNXsap3FeUY299W0IdhkOk/xQA9qcPR6sOIdzv1jrN1YnZmoHZmqUcB3oPIdTX/QaXMzcnt+RXckt+xWQ9DUBUQPW5I2ZrltIvxHf8JW3AAHjrdExo08bj/k4DBuDaiUJUYu2q/Yy6tjN/LttTpf8VV7VQjBiNB2uEa+Ke5njxDv7O+o48UzoAXhp/DhSuc+mXXLQVu91KoD6Sa+Oe93j+FxtpxEguMyyYCv7n0lKaORyVtmGVniqVFuw2xTtjsxyjNLMvGn13DEEzADAXz8FcNF2cN+9ze8fmEaEcycomvaBISeZSq1RkF5fSMS4aH53wAvSMb0C4ny/fTBqnGCM+eh2rjxynQVAga48eB8BbL3JLDpzJYmjLpgCkFRS5Hetc6NQ8jlUz7wUgM7eIXUdOs2h1knI+PMiXQF8vsvOFck3fjol0bdkQb4OeK9onADCsZ0sy8wqrjK3TXrxI1L3HxRfxqJ6t+OL3zQzo2JSV24UaTOv4KIrLTOw/kQHAoM7NWLHtECcycmkWJwybmwZ0wmKzsTs57eK8AYlEUitmywnOjngvKPqahFjxf6vTJpBXMA2DXhQULC37E2+vwf/0NBVO578FCEUytcpIhP/d9RrHW9+aIJ/RlJiqLmDryqncFyi3HFMW/vGhH+L8TJ2J8aG+EziV+zylJiF2Exv0PBq1+0rz7ufbipZRQvUst2QhafnvsT2lkUfXpuVPV+YSWM3vTlVJHEarDqLckkL39wjGAAAgAElEQVR+6TLC/G4T59F4PNdz4XhuLj6OZ3eYT/1FdmqieasKJVSVSkWPK5rhCM7AbocNaw/SsUtCncaM8WpOjFdzeoVez6kS8TvelbeczsGjiTDWbaxLEZnYL7mssJT+Il6oKr64tMZBgAZr2XJsFrEbptZ3QaNrh9W0Dmv5KgDMxV8D4B2+HrsjkdJm3ola3x2baT0ao/gSVanDXO65PyOTDcdSSErLYEAzsWvSOS6acD9fluw7SJS/qHj/+75DHDiTyewbr1WuTc0v4IEFv/LDLRPILysH4Hh2Ljklpfga9OSUCANiWMtmtY5VF9buOkqvtvGoHd+Auw6fRq1W0TROvLeTZ/L4c+thbDYbzRtFAODnbUCv1RId5s/uI2Lny2K10al5HKln8mnTWMhAbthznBbxERctKd7m+M46lZnPmt3J3DigQl4zM78IjVrNiYxcANKyC4iPCibE34dN+0XS5MgeLflm5TaC/bwZ1q3FP/8GJBJJrVitZygtF3U2bLYi7JixWFMJCXgBgKKSRVit6ej1QtjDoGuNWn1+lSXT8qeRlj9NOe7Q4CgqN3u/Vls+u0+1B8CO1SN1sZqw2YtRq5zfr/XbMBLiAq+iVhlJDBPPPj9jDzf3KuFQxrWUmMQGl1YdSLjfZEJ8J6CrY3ieHQtWW5FH4gcgVM8ANCpfF2OlMvvTBlPqCBmMCXyKnOKfKTXvJ8BLCNLEh86sVvzgfPLK6tX8mCQ+I4Pm3A0n57M5PjiY6cOGEe7jo3hYzpwpICLS9W/ZarWxeuVe+g5sjVrtWc2emjhatI0GPm3Q1qJsdwkhE/slEolEIpFIJBLJ5Y/0xEguK2zm/ditJ1HrO2C3iRwTm2kHan0HQI21TBSQ0nrfhM28C7u9BJtJJMhpjEOxlP6E1ngVKo1IZrPb0tHoe2IpXYzWa9RFeU8SiUQiccVqy6HUkRdi1HemzLQVL0NvbHZneKuKopLFBPjdAYDZfASDvn5CKNXhqScmr2QJR7OmKMdRAQ/VmOdxIUnPfx+A0/lvo1WHkBD2Mb6GrjVeY7UVcCxbJPoXlIrIBRUafAydAfA3XoG3oS1euuaVvDPnvgfuDCdLy3+3lp7VE+JzHQ1D3jnnudTGpPnzOZKTU3tHD8kpFSHnZquVgY0bM2vUKIqLRLSGj2/NNdj+o8g6MZL/JjbLUQDU2gbYrWdQacKR6WASiUQiqQlPjRhn6JaTuKCX//F6JlZbASdyHiOvZAkgBAEaBL+GThPl4Qg2ADIKPiW94AOstgK3vYw6EVId4X83IT7XYbebsDnyTjVqf4/uZLKc4mjWHRh1Qu0zJvBprLYiDLqGVT7f/elDKDWJfNW4oJcI87vFw/dzafP1jh0AvLRqFZ1jYpg7fjzPPCxq8JxJz0dTQ96pTifC2cbd1Isr+v1nQqLdGjFyJSf516PWViSvqTTRF3EmEolEIvm34SxW6cRmL/H42oKyvzhyZlKt/WICnwYgwv+uKufySpZyMvdZtOpAEsM+AyDAa5BH988umktuyS/4Ga8EINhnLKG+E8gomEVW0beAyF1RqfQ0CplGkPdIl+tt9nL2pHZSXteFEoeYQIkpiTDfm0nJeZKEMFFc1NO8movJvD17GNq0aY197HY7VoezwN9gUIpfFpSLz2piu3a81F8UQn30OaGkOm7oO3w+7x5uHz9TGefzefcorz/9YKUYI8/zv7N/K9KIkUgkEolEIqknZ3sgnJLAnuBv7Ev7uMMAlFuOczz7IUUpDCAq4GEi/O+ukrxeYtpDap6QT7bZy4kLepFA7yHUNczLjpWCsrUUlK0FwMfQDl9DN6IDHycy4CEA8kuXoVEH4O8wdCqjUfvROmYz4DQ8VKTmvUZGwUeiTRNC25gdmK2ZirED0DJqFUZdYqWRbKQXvM+hDCFm0zTiR7SOmkCXIsdyc3lqxQqeWrGi9s4O2kVG8tMNQn76TFERAE/06aOcLy+3KK+Tdp10udZsshLbMAS9XsvgEUJEolff5vWe/78FmdgvkUgkEolEIpH8P3vnHdhU+bbhK6tJm+5JC2XvrbJkI0OWIIgiQwEXIi4UUFQUVByAOHALKCggIooIspeyFJC9N3TvmTT7++NNTpsmbVNAxO93rj+UnJVzkvSc93mf574fmf8UciZGRkZGRkZGRuYq0aiquL0uMO2t1P5KhRBy+2saEB4wiMQSmZhQ/15uWRibPZ8r2VNRKfRSiVmAn+/NFT1xlxoEOC2rAQpNwhRHp6mPv6bsWf/SGROHUyMj1vnaAV5JsH93Mgu+ByAh+zVqRnzk4743nvTCQka2aIG6Artlh8OB1S70Rnbnv9VKJSNaCBMKV+8ZgGOHRBuAYaM7kpyQxb0j22MqsgDww3c7SU/Lp16DKowZ1/2fuKT/JHIQcwPJyy7EWFBETLxvf9SDaolUrt1up0O/W5j8aXFH3Q1LdvH+hG+JiBV1o4PGdueecT2u/0mXw/sTvmXvpqO07dmM7ve1A6Bpu7oV7OXJGecfbs1GcWj8fP9JrvxSNNj6Yupy/HQanv/oQToPbFXp979aEs6m8miHaShcfu+Nq3Ln8PYMeKTbP/J+P3+xmS9f/RGFQsGQ8T0BeGjqoKs6Vl52Ib+v3EdWai4jJ/UHQFlO998/NxxGpRY361Z3NPFYb7VYUalV0mdRGXavPcTi99Zw10OiVOHO4R0qfYzy2LP+MNMf/Ex63ap7E559b6T0tyMjIyNzLQTp2ru9NpqPY7ScwF9TedF16UaTilJlZCplENXD30Wp0GJ3FAJgdxhL9JWpLN7v2YXmA5xLH+08BzV1ohYQqG3n0xFLamM0Kl+DGNw+r+vR7POfpE21arSpVq3iDUthtdvZfP48k9atA2Bgw4a80q0bKoWCGOcz6dM56xg2uhPRMcHYnb1jAoN0fP7BBgbe24ZFX20DYNRjXfGrxJjp/yP/21d/o3E4ePux+VhMIrLuNaw9vYbdjn+g90ZNaj8xaCzIMdFlkPvg3OVcUZgrbPra9GjKP0VOhrC03LRsDwMf7SYFGroALdlpeaxfugtdgJhJatKmDopKNmLKSRcuKA+P/pxhz/Wl94gOPh3jxL4LAPhpNbw071Ha9ryW2ajKow0QMyguh7/0xGxu6fLPOYWoNeJzD40MYvRLAyu1b8qlDP7aeIS/NolmXYd2nMJqsQFw/mgCAC/NfxQ/rcbr/o3b1GFclzcAqNEwjqdmDqdKjUhp/aJ3fmX5xxsqd0Gl+GDCdwDkZRVy75O+iVJ9Yd23OwCk31TrO5pIv1cZGRmZa0WjiiFQ2xaAAtOfACTlvCeJ7CuDA0uF27gyNwana9fp1Hsq/T5lcfCKl2eYA86mjaZhlTWldCzesdqLrYj9VFV9fu+SGZ1w/WCf93PhMtt1zaWduZBGSJAI7qIjRXD422YRHPXtXjxeKHKOybbtPEXvO5qSk2sgNCSg3PfKN5kY89NPnEhPB2B69+4MadKEH48do3ttYSYU5i/e22ITz9ov9u7lbFYWh1NSyC0S2apFBw8SotPxbPv2RDjPMS/XyBcfuj9PX33nXi5dSCe2ahijx4qJ0oP7L9D6KiaO/z8hBzE3kODwQN5e/jSTBwnLxs9f+YGl7//GqwvH0bh1bY/tlSVmtUtnbxROhws/rfgK4+u5p7PLIjezgOBwfZkz5t/NWg3Alh//YtyM+2jdoykJZ1MBmP/6T6z+ejsvz3/M7fy0Oj/GvnmvT+/vjdbOAKznsPZ8NHEx677bwasLxwEQUSWEJ3u8Rd8HOwFill6lVmIymvlro7gZPfvBA2UGMNlpeUwcMBuAroNaM/z5fuVaF1aG0gP+W7o08vl7uBqUKvF5K9VKr1kTV1By+XQyp/6+yNE9Zzj25zkAUq9kum0bGBpAtToxxNaIRKMT17Hj1wPcMcR7P4GgUD2PvS4El28/Np8n7pjBi58/TJue4rsbObk/9z7Vi6BQvU/XYsgXN/DJg+Zw7ogQMIY6b+DH/jzHwEcs+Om8B1SVIelCOn9tFoGbK8Pja6bMarHxxdTl9H2wE7Ua+/4glpGR+d8jLnQiAKdTxbMw17iBjIKlAEQGDvP5OEbzCZ+3DXT2cWle7YBUtlVkESYBCdmvUy1sWoVBR0bBUi5nvSC9bhl/AqXCt/t4WVhs6dK/tZpaPu+n1zYv4cL2WJnbObDiyiApKC7n6nL3LI9t69UWfW3mvz8KhwMOH0sEioOYr5fu5Ovvd0nbv/XhWvr3bM7kJ+8s91w/+fNPDiQn0zhaHL9lbCxrT5/mhfXrqRseDkBccDBKhQI/Z8lZuL8/49u2pV5EBN8ePAjAtC1b+O30aZ5t354Xn/6uzPdbuUyYJ0wct1Ba1rl743LP8X8BWdgvIyMjIyMjIyMjI/OfQs7E3GD8A3VM/Vr4vD/R7U1yMwv49t1fefvHZ67L8d969CuCwwIBGP/O/R5lWa8O/5jTBy/5dKxXR3zCI9PuQR9UXO4WVTWMGg19bZ5VOYZN6MOmZbs5ffASc54Rsw0zlj1NdloecyeJJlCu/5dk5rgFzBy3oMLjL5nzG6cPXeKNJU9el/NVq90FfaGRgdfluJXl9MFL/PDRetISRQrfP0BLaFQQoVHBGAuKBZZ1m1dnxg9PAxAcVvmZNpfe6Ie5Gzh35AozHv6SL3a8CkCV6pEemal503/CYrJQs5HIYjRqXZuaDeOwmK2SRuXckSvUbBjH0Gd703mAsN8sT5sDSNekVCnR+vuVu+1Pn2/CYXeg9ffjgcn9K3W9yz5cx+qvt7P5hz28skD8zd7a9X+msZiMjEwlcJWTxQSPk+yFL2dNAUQfmZjgxys8Rq5xE5mFP1TiXcXzvaR43tVA0k8dx4mUO6kW9ipRgRX3obmemCwXpX/7axr4vJ9WXdtrH5zSZOR/i85pNBCku11avn3lJADSM/P5fOF2nnyom1tZ2JWkLCIjxHM6LSOf6MggRt7bjksJ4tm5ZcdJABo3KH+MY7Ja+f7IEW6vXp15d98NgE6t5qPduwG4lCv6Bl3IycHhcGAv0VR+28WLbB4zhh51RIZs2pYtpDjtlj+c9xAA9/ae7fGeDz7WlYnjFvLMi/2wWYVRgKsS538Z+RP4F4iuJlKNIyb248tXfyQ0MgiLWfiDm4ss6IOvTqC34rNN/LHqb+m1qcjM8x+5dw1+a/kz+Ou1KFVKstOEFmV4M5FKfmPpk15F25+9XHxT7TWsfZm6iZIsnr1GEk73HuGbUFutUdFvVGe+nrGSgBI6IbWmOFj48fQc9CHun8+VMymERAQSHO4ZRJw/msD47jOk14Meu36uHq7yLhcVDaj/CU4fvMSV08m8ssAz9W4ymvlt4e/S684Db7uq4KU0Ax7qyvsTvsVssnDBmZqvUj3SY7thE/rw/Qdr+eRFUVJhs9qpVjeG8OgQ8rLETfvl+Y/RoV/LShkCXDgu3vP5uzxv9GVhMpoZ0fxFn7cvibHQxBtjvgBg3q5psiGAjMz/CDZ7gdtru93oIbwvTdXQF7DZc8koWAKIwWZizltkG1YRFTgKvbMEzE9dDYejCIP5CBlOR65sw6rrdu4xwePIKFjKlaxXUDnLw8L11087UxYWWwpWeyauAMt1vb6QlDMLjToGAD9VFUCNxZpSvIFCjAVM1gQpWCuJ6zHy95HLtGpZA4vVxq69oqS6Y9u67Dt4kQfuFeYE3y7fw+j72zP+xSWcPJPidpxV6w/Rv2dzt2X5JhP5ZjMAh5KTCdZq+aR/f3Tq4mH0O716sebUKU4+4z4pXeDcb/SKFRxNS+NoairNqxSXnhdZhCYnuMTYr3P3xs6JUhEAnXeW9cfX8HzW/i8jBzH/IgMe7sbFk0ncM66H5ND1yv1z3WbPXbhE1aXJyxbuJH1ixnms27RsDz3vv53m7Ys7yl5NgHT2sDg3P62GDv1uqXD70wcvsfi9NTicrhrnj15h3IyhHlkhh8PhMXjtfl87tq74S3Lfunw62eP4H01czB33tKHp7eImtuS939j2817uf7YP9z0t6lhnjlvAwEe7SVkpF01vv34iuBKTKwBofAjuXFgtNrfgrPiY4qD52YUEhZWtXXLpX2Y/+Q1XzqSQmZIrXbuL43vPS9sBdLrrVq/HcmWxajSMY+gzvSs893Z9WqB4/juUSgX1WlSXlhsLitBoNdJ16YP9efjVwVIG561HvyLhbCqJ59L4eNNLANRuKtxdHHaHz4YQjduIGawfTs0mMCTA62e08K1fAPj+w3X46TQs3D9D0tzIyMjIlI24B5ttyeQ7G0C6yCz8gcjA4RU4gSmpHv4OAX7NScoRGg2rPROD+SiXsiaV+85adXWqhb1GRsEyco3XZpSiVdckwK85BvNhMgqWATcmiMkzbgNArxXPG7Uy3Od9IwOHk16wCIDE7DexO9zHQiqFuIebrBew2W/z2P+ysxqhZZN4LidmMvSxLxnSX2xXvWo4ndrVR+s0Juravj6/7z7NF7MekIKfXzcc5q5ezT2OC7Di2DF+PXUKgGCtlg/79SNE527KFKDxPgYIdNooRwQE8MuIETSIjKTk8MFWypHg1+0voS2VZbHZ7BgLzdjtDpSVNE/6/4ysiZGRkZGRkZGRkZGR+U8hZ2L+YbKd9sE6fz8PK2WVWsmE9x9g2897MRYIX/WF+9+UZpeHNhRuJ3nZhXy2fSo1G8ZJ+2758S9mjf9aKg9adtL30prKYDZZOOvMEplNFu6pO8FjmyKDyWsmyMWvC7ZTu0k1eo/s6LZ87qQlhEWHMNSZQfDTaYioEsJn26dKpW4/fLTe43j1W9bgpfs+4p0Voo+Oq4zrli4NObBdOLvsWX8Yu93O0Gf6VPaSfcZus7u99rU+NScjnwl9Z9KmR1Mef/M+oNj+15VVmDRwjtcsFEBmcg53VXPX9Xw9YyXN2ovMVKNWwuluz7pD0vo6zeLdLJFd7N10lK0/FTdmy0rNZdxbQ8s9/+AwPS07NqD+LTWJjCu2xDz590Xee+obHnjhLqDYDcyVrZmzehJP9niLrNRcslJFzXDtptWw2+w81382Wqcb2UNT76bBrRU72pTlhGbIL+LXr7dLr/s+0MmtZNNYaLouZXUyMjL//ziaJHq+mK2JHusSsqeTkD2d6uFvARAZOLLM40QGDidcL6zwswp/Jte4BaPlBFabyylSgUYVjV57G2EBfQEI9u+OAhVqVaRko6xSXr3WMsS/GwbzYfz9ym5Ueb3JKBRZn+igMRVs6YmfuipVQ4WOKFDbVupTo1WLZ1qwf2cAjJaTGC1CvxJKX2n/6lWLsz5VooPZ9vPEMt+rbq1o6taKdltWVhYGYPvFixxMLn4mq5RKHm/dmlZVfXeuHNKkCQ0iI53XUGylrXG6l7kyQqWzMAAqlZJhozt6LP9fRw5i/mEsJjFwmnLPBzTvUJ/Bj/fwGEyu/GIL0757Aih7YOYrK7/cwh+rRJfd1xaN86oTqQzH/jyH2emh/t7qSW5W0F+8spyVX21BF6Dl5wsfVPrYo6YMZGyn6excLXQ8L89/TLIo3rBUWB42aVeXXWsPuu1XvYEQh//sbHYZFFos3HMNyLsNbs2kT8dImo2KsFqsUlMpXzQ/IHQWJalIE2N2dt6d9sBnpFzKYNX8bRicpYPPffCgWznVB2snowvQui0b2eJFMlNyiYgN5buDbwPw18ajvDbyE3GMfp72ki7OHblSbqDpYtX8bTRuU4cud5dfxzxj2dMe5V8qtZLMlFyp34vr/96YOvzjMtdN6DuLl+Y9Ssf+FZcuemPlV1sozBP9k/y0Gu59SvSccfU7GnXry9RoGEfngbdx96PCbrmsXk0yMjL/WzSN233djuWyKo4MHFluwFMavd8t1Ir85JrfPyxgIFZbNnEhk6/5WL6Qa9xAoWk/If49CAsYcE3HCvG/g9iQZ1GrIonU3w+AQuGHyXoeszWB9HxRdhahvxc/dfw1n3tFDGvenIgAMdbYfuECW8+fZ+v583SqUQOAqd26Ee7sC7Po4MEyj+NadyE7W1oWo5cn1a4WOYj5h3GJ+F9ZMJZn+77Lb4v+YMRE4ZI0bEIfDu86jUanuS71+ulJ2Sx8exVFBpHVefGeD3jnpwnXNOu8b/MxaYbfWy+bayEkIpAHXriLjycL4fcLg9/n062vEBIRyMbvxYNkzm+eN99Ip7C6tdOE4NSBiwDkZRaQlymEmNO+e6JSYnGrxcbwpsLgwFhoqmBr73wxdTlfTF1eqX02LdsDQNU6MdxfQo9SclB9xSk6zEzJ9di/1R2NWX7qPQJD3Rtz/b3tBC8P/Ug6zjf73sRYUMSMR74CYPaq530O1rzhTb+icrqKuX7zC/fPcFv/dK+3OXPoMuPeGsqAh7u6rRvZcgqZyTkA3DGkDe37tLiq8yrIMfDzF5ul131HdSI8JgQoNohwOBxcPJGIzWqTgjU5iJGRkfn/hk5Tl/jwN6XX2YZVaFTRaNU1UKuiAPfGlFeLK7t0OWsKgdrW1Ir0nKRSKNyHm0bLUdQq4aqmVPijVGgAJQ6HmPi1OwqJCLwfu91AoVlMdJosF0krWOh23idTB9As7i8UimvvK1YeverWpVfdus5zc/DHxYt8e+gQ2y+Iptt9Fy2iboS4nulbtlTq2IMay/1erhY5iLlBVKsbw4jnhRvZoneEA0n7vi1Z8elGju4+U+Es+dUI+y8cT+Sj5xd7da4qi8RzwgHj4I5T9H2wE7t+O8iLXzzk8/6VpefQ25k//SdANKY8c/ASGq0abYDIapQOwAryDITHhPDZtlck615XEKPSqHhp3qMAzHlmEX5aNYMf7+HTeegCtHy1azoAYVFBFdr8AhzdfYZJd8+RXr+x5EnmTV/BZ9um+ixS94VDO065vTYWFLHbWSp2W7fGHgEMwIpPNwJImYbgMD3BYXoiq4gAcO6kJTz34YOVCvRcmIxm0hKy/rHGnlXrxPj0+Xtj8XtrKMgxSFmxkmYHqlLH7NDvFuJqRV39icrIyMj8h9Cqa5CS9xk5ht881rmaRioUlZvQsTuKOJcuxgiB2tupETEbpZdjqJWhaFTCecxiS+VCxlOVPX2vRAaO+McDmNIoFQq61KpFl1q1SMgTpe/z9+9n2ZEj3BIby6ROojm3qpznq+vZG6LVSsGPTOWRhf0yMjIyMjIyMjIyMv8p5EzMDaTfqM788NF6cp0lT6mXM9m76Rjf7HuTmHj3SPztx+bx+y9C29Lglpq8v3ayx6z51GEf8/ib9wJi9toX8nMK8dfrvNr7moxmqR/GpVPJHPz9JLf3aeGTyLo06UnZzHziawBGvTiApu28Wxv76TTc2lWkUhPOpnBr18bMfOJrWnTw3iBrx69/M8+ZuSnN66M+93J833u3RFQJ8XlbgIyUHPf9Y0MJDNVz6sBFGt5W+c+sLP7edsLttVqjZukcMZM2a/w39LivLY+9PgS1Rvw5H919hr+3nyAmPoIh43u57esS3T/d6x3yswqZ+PFor5kcF1aLDWNhkZtWa/7rP/Hboj8Y+nRvhj/fDxB6mH+Tdd/tAOCXeVsBpHK1sKjgSh9rzTeit05EbCjt7ixb6CkjIyPzXyLArwW1Iz8nLX8eCdmvu62LCBSGLq6MjC/YHQYuZDxBuH4QAFFBo8vZWkG9aNEPJz1/AQXmv6UeMDZHPg6HGVBIZWcK/FAo1CgUaimzo1QEoFIGo1HFEOIver5F6O/1+Xz/CaoFi2fMa926MbZVK2bu2MGC/WLsNrd/f/xUvn+eMpVHDmJuIH46Dfc9facUxOxee5Bajat6BDBJF9LZsfqANCh9cuYwr2U/Q5++k2nOzucf/PaCRxNIb/z4yUavjl8Abz70pdvrHasP8MUfr1Z8YaVw2B3MHv8NR3efAWDKkA+Z9MloOg/09HUHGDdDOHQpVUoK843sXnuQl8soget+Xzv6j+lCdnoej7YX5V9Wi6ih7TW8PUOeEP1lXKVO548mSAPc603aFfda4qi4MOLrVeHPDUeuWxBjyC9i/9bjbss0WjXTvxsPwOjWr/Drgu00alWbjs4+MB9OXIxSpWTyp2MICHJP67vKtAaNvYPlH29gXLc3udfZk+fOER28mhM82n4axkITSqXY12K2YLPaWTLnN8mYYOwbxQ+SNGf34wHx7uUCrp41X766nHnTVritczmHVZbCPCPvP/stO9cckJb5B+oY8mSvcvYqm12/HeTjF5ZKr4dN6MODL16bQFVGRkbmZiI66GGyC0VZu1KpJzroUUL876j0cay2bKqFvYZW7dvzTqcRPb7iw2dUsOV/kypBQczp04edl4Wj6xtbt/Jqt26S+5jM9UcOYm4wg8Z2d3NJcjknleTLqcux2+wMeKgrAHWaejpv5GYWsHvdYSm4ea7/LKYvfsJr5/SSDH26N0PG9yQoVC/ZGA9vJgTtbyx9klZOsXxuZgEjmr/A2E6vl3ksFxVZLFstVmY+sYDYGpHUa1nDY33JDug/fb4Jm81Os3ae3XgBNBo1Wn8/PnnxeylzEl+vCvu2HCMkPJAnuwvryxadGvD0rOEVnvu1cPrgJaC4W31gaAD1WlTn+/fX8sBkYd5wtdoOF7vXHpTc4fQh/hTmCtetsGgx+9N1cGs2LNlFTPVIFrz+MwAJzs6+s8Z/w50jhc2xyzTAFdCtdDq7ZSRl89nLPwCwePYa2vVuTvP29WnZSVhyRsSGsnD/DLfg5oMJ37F+yU7a9GzKI695Nk+rSNj/2Ov3livsrwwBQToPq2tjQZFkT14e33+wlu8/WFvuNkvfX0tQmJ5BY7tX+txkZGQqz5GcbZzJ38ct4b2opb8xmVCbw8KO9B/pEn0/rk7zdocNBQoUivLu4Q6WX36HekGtaRnmm/7ShdluxE9Z8cTjL4kfkmtO477qwnpYp/LuOGqyGTid/xcNgtsC4Kf051LhUeL865FuEoNqjVJHlDYeUNCgyt6SiJQAACAASURBVCpp30uFxwhyiEkmpcJzwH0s9w8aBbf3WOen9rQXNtryOZi9iRxzGgC9Yx+t4DN0x7WfQgEhmmgWXXiZQI14pnSKupcobfXydgdgT8ZKzhceokfMaKJ17mMOm9M44LMz46kV2JK+sWOl88uzZBCkiUDBtWlaO1QX59gkOprLubnUCfe94adM5ZCDmH+BX+dvA0TflfZ9Wrqt27RsD39uPAIIq9iS/6+IZ+58l8dn3Ee3wa3L3Kb0zHxZhEQEsuToTA9h/brFO/nwOXfrXF2Alv5jhH97bM0o+j7Yyaf38Ma673ZSr0WNcs9z1fxtnDtyhdmrxED1u1mrAWjZqaHkRPXF1OW8O24B42a49zyxWe2gverTc+Pk38KVpMGtNaVljVrVJj0pm71bjgHQtmeza3qPbT/vkzJyd43uwvcfrnNbP+SJnkRXDefKmWSplGrkpP58N2s1KZczqN/C/QbuyqYA1G1enba9mrF49hpAmETs33YCjVaDNkB8SB3731KmdXRYVMi/XkamUCiY9OkYJjsNFpRKBTNXPuf1nPOyRAZ0aCPRNfv+Z/swaoqcZZGRuRlwOHuY/5G+nHxrJgqF0qcgxuGwS/t7G4D7wl+Za9ieJjKwXaKHAWCyG5h98gHp+OVxOn8vNfRNAQjz883wJN10hdWJH9Mm4i5ucQZA5woOolSo3K7b7rBRaM2Vghe7w8b65Hm0ixzo9l52bPycMIfSxAc0JFIrJkIPZG8s83yqBYgS7gdrzUCtcL9/KlDy1bnnuCd+EpHaam7rLHYTlw3ieXc09w+O5fyBzWEh1E+UuO/ICKVTlOs57JD+W1agsClVlKHnmNN4oOYbXDIckz6PCD/ferIczf2DOP96ROtqYHcGZ4suvEyPKqPJNosStjxrJo2C22O0F2C1i3YJC85Ppqa+GXdXexauMZABCNXpCNXJzpf/JLKwX0ZGRkZGRkZGRkbmP4WcibnBFOQYWLVgGwCRcWHUbipmNc4duQLAp1O+RxegpchgksqsXI0NS2IsNDG49rPS6w79bmHnmgPMHLeAVc4Z+aHP9KbVHU28ivh9oXQWxuFwSNa9IEqlXKU8Uc5OuX9uOHzVmZj9W49z5UyKR4ldUYm+LYd3nWbj97t579eJ0mz71hV/Oc9HwV0PdQVE2ZRLr+EiMDTAw2b3ajn19wWp/Kl1j6bS8pqN4giNDGLpHFGmdC2ZmKQL6ezfepy7nKVXkVXDPLaJr1eFui2q896TC5n69VgAGrWuLWWn4uu7zwqWlFb5B2oZOam/VK740xebefWbsdfccPVG46/XMuuX5wCw2xwVNh2VkZG5+TicI55bGaYrDKj6NBmmBM7k7wOgXlDZzXeNdpFhnX3iAVwz/VfL72nf0zJMlI6GaKJ5qfFyrhhOsujCywBMbPQdAapgll9+B4AieyHDqk9FrfS85+zJWEm6STzX+8SO9dimqn99OkXdx49XZmKyiVYJrSP6Mf/cJKoFNKRP3Fiv53gs9w/2Zq1BqVBxZ+wj0nKFc056eM1pANQNvIX3Tz1EqF8VKbMSo6vF2Lofehxz1okRUpajdBYGoHFIBw5mb+SbC1N4qr4w/zmTt5crxpPkW7II0YiS6qM526kf1Ia7qz2LRumZgXA4xPcz88RwTHaD1+srya9JH+Nw2Lk1TFjluzJtRbZCdCrP51Sy8RwAScYzJBnPsC/L3Ur6l8QPpQyQw+Fg6aXpHt/L6fy/uGw4QfUAuXfLf4GbIoj5M/MUkw7O81iuUaqZ30YM1GvqY5h9cgWrEve4bVNFF8b37V9k+tHFAGxNOwzAPfEdaBAkBmdn8hMZV68fp/ISABi3z0sjJhR82mo8Mbow8i3ij+uXxD30i2vN7owT3FVV1JkGaQJQX2XK2lho4r2nF1KQI47fsb8QYqcnZfPqCNGd97Zujbm1a2M+mri4Usd+/M17adS6NvOmreDkflHmNP3Bz6jdpBrPfzRKCpauhd1rD5FwNlVqDNiuVzO2/rQXQOq38cXU42Qm57jpXCrCpeFwaTOatHV3MivMN0ran/TELGaufA5/vZYDv5902+7QjtOSlmPKV4+Sm5lPeJUQnn1fdEo2Fpj46fNN3PfUndesVXFdt9bfj/Z9i0sCFQoF7Xq3kLQnO1YfuOrO8798tYWQiEAenCwcxbat3OuxzR+r/mb5Jxt4/7dJkkNdWmKx4YBaXfFv9XZnY8nbr7LBpAuHXTygXML+snRSn720jM9eWnZN71UaXcB1qhGUkZG54RTZCticIpoY1gm8hZZhPTDZDHx1bgIg9CNNQrxPjgWohD7wpSbLvQ7AwcG7J4Y5tSAwpta7Pms0VD70H1lxZSanC/Z5LTtTOZ22GgS3o36QZ5l345CONM3bQ5hfLAAJhlP0jH2Iby+8Qs1A9wkwV1nUjvTldIy6lztiHij3vC4bTmB32OgTO5Y/0iu+3wZqPCfJStI6oj9LL71OgUV0mm8a2oWmoV3ctvk7eyM6ld5rAANIn/ukRovdSv8yTAl8euYJRtd+xy142JjyNTpVIPWDiz+7TFMiX56bQI+YUc7z6iet25nxIwAdo4agV4dxvuAAQ+KF5lej1LIjfTkpRWJ8NKb2uyy88BKNgttLJYQy/z1uiiCmTUR9tnefKUXI045+x7SmI/k7+yw19eVbBweq/VEqlIyqJWpKW0fU53xBKrmWQt46/r20Xe/Y22gULMRWv3efxZvHlvJKk2G8dVz8cY+r2498q5FIbTB/pB+V9vs7+yzzzq9n3nnh6DW1yTB6VrnV52tzZUXWL91F8oV0t27wTdvVJfVKJq/cP5d+o4WmZNiEPmxd4TlYrQgHcM+4HuiD/Vn0thDsPfv+A7Tp2bT8HSsgLTELrdOm+Cuno9Tw5/oCuAmx699SEwC7zc4Pc9cz7i13LUpprBYbE/rOJPF8GsZSGZPaTapJTTwDAnXc1q0xAx8Vzim3dmkkbZd6JVP6t1qj5s7h7aXXNRrEAuLBEFtTBFhThnyI3WbnxL7zvLJAzHJp/Cr3J+AyZVj33U4Aeo/sgL/efQDdc2g7KYj57KVlNO9Q3yOrVRH5OYVs/H43Ez540KvrnCtgSLmcwZzVEyXdDLhnrvwDb9zg3ux0GKtI2D/uraHXTdj/T2O12Hh33AI69BOBatdBZevNZGRkrgYHqxLnEqAWwcjgeKF11KoCGFhNTGJ+e2EqCYaTdI0egVbl3RJerfDjZN5u7A47jULEs0CBgkuFx1Ch5p74yWJZiQDGJXjfl7mWztH3o1eXb7M/+8RIt9e1AltwT/xkDuduJd45+HYFS0suTZeE+yUDmJ3pYqAd51+PWoEtGBw/sUSA8iPh2lhqBbYgWiv0jKf4U5xjlsjuR+mqU9W/frnnCcIgoVeVh9wyFqlFF3j96NXpAGsHtqBf3BNEaH3TpbjIs2QQqA5zC1rK1C45HPyaKCaZbwnrycm83RTZCnjr2BCPTdelfAVAg+C2BGsiuVh4BINVmBXdU20SVoeZDcnzOJq7HRAam1P5fzKqljD/8VcF0TlqKD9emUmdQDHRWMW/dhmBsMzNyk0RxChQ0GvbyxTZzNKyLamH0CjVbOgqBkIq543n9+6zmH1SDKYnNryHaUe/k44BMPPEj4T5BdE3thW/d58FwKILm4jWhTLdua0rW7Mh5W/p/dYl76NrdHPujL1VEhgqFPDJmdUsvn0yrx0R+9YJjK3UtQ14RHRMv2NIW96f8C27fjsorbOYLMydtITJn4zx6trlGtSV5/zlwlwkHKx6j+jAncOcN/DKdo13FDtu7Vl3iD83HiGmWgQarZiNSrmUQb0W1Rn8uEi3f/VasU2ua5BevX4saxb+Tvf72lHfyzW5UGtUzN04hUM7T/Pq8I+lawgI0hERE8IDt7wEQFZqLgB/bTxa5rFAOKCNaTPVp8v8a+NRFjoDvUdeG+zTPi5cIniT0UxAkI5hE/p6bNO4TR2a3i7c1Y7uPsOcpxby2qJxlfo+lrz3G10Ht6bTAO8Bs+tY93qxEs7LEgGgn05zQzMUVrPtHz2+w+EgP7uQIOdvzZvt+PXm6zdXsuPXv9m5Wlg4m40WepUIlmVkZK4FB2uSPifTlMCDJQaXLuIDxKTVwGrP8FPCexzO2cbtkaInSbPQzoRoot2Ollp0UQj0r3i+04enHi73TC4ZjvJ43bnlbuOtnEyt9CNAFUyq8TxQHMSkF12mY5RnD5PGIR0B+PLsszQL7UrfuMc5mLMJgOr6xvyW9JmUmSjJuuTiFgjHc3cyqNpzNAvt6nF8m12MBQqtuR7ryysn8ziOw4pKCjZEMJhrSZcyThVlsyx2MTm58MJLxOhqcm/8i277zD39GG0jRJVBbWcQ8c2FKdL6g9kbceBgcPxEmoaISd7DOVvZlfET3aJHSi5sIBzR9mauZmj1l6Vz0yh0tI+6h/pBbQDYnLoIq93s5gjXMPh2OkTdw2WDaGOwMuEDxtR+B73a90oSmX8XWdgvIyMjIyMjIyMjI/Of4qbIxACs7/qmRzlZaQw2E503T5Jeu/QxrzYpnkWY3GgI5wtS+TPzFIsvbZWW96/almnNxDGno2DWyR+Z1HCIVE72UmNR/rTs8u98cuZXt/cdsXum9O+NKQcYW7dy2RgQovJBY7u7ZWKi4yN4bdG4MkuayhP2W8xWnrnzHeq1ECVyUU7R958bDtO2l2/e+oV5RrfXbz78pZTRad+3Jc9/NApDnpHJg98HQB/sz5QvHylXT9Ll7tv4duZqZjz0JbNXi7KAqLiya21bdKhPM2fWYv/W4wSF6lGqlHy0QczIhETo3UqlSjL+DpGlO38sgUem3cPvK/dJTRcbt6lT4fVXlr2bjkrd3BUKBRPef4CQCO+e/a4+MS8Mep8/Nx7ho4mLeWaO52+6NCmXMwC4dDKJ6YvHX9V5pjs1MaWbqP7TuJqOloXNWlwz7trW9d1aTMX7lpVgUSgUTBo4h8unk6/xTAW+9Ilx4RKkzp28hGbt60klijIy/4vYHDYuFSYw5Yh4Nr3T/CVq6Svu3+GiyCbE+CsTPkCj1PJwndlee6a4ttue9j2do4ayN3MNW1IXAXDZcIwOkUOooW/isd+LjYW+MsucxJdnn2V4zWnUDRRZ7T/Sl7E1dTGvNPmZ84WHAFhycRrdnRqLqyFEE82B7A2A0IrkW7PItaRLZUolcdkid4wawubURXSLGcHRHPFcebDWmyhQ0iL0DqmUrjSu86/nRWMDxRkSf1UQFwuPUFN/deYyZ/L38cPlt9yWKRUqScS/NW0J/qV61ljsJo7n7eSy4bh0z7Q77CQbz3MkdzvNQ7tJ2xbZCiXNkIuSmpi9WWvYk/ELdQOLm2RnmhJJK7rs0fslx5xGrH9d3j1xv8d1uMr3XMw4Vn71xR/py+kd+2i528jcPNwUQYwDh1fP8FP5CeiczhGx/uHkWwz0qnIr98SLdGyWOY+tqYf5+Myv1NSLtPK2tCOoFUq0Kg3PNRA/1n1Zp1mbvI8RNcQfULIxi0it99rX+6p3Ymh1kbrcnnaEU/kJxAdE0Se2bHeUqyUqLqzSmgwXGj81n259xW2Zw+Fg64q9XoMYl9h7/5bjnPr7Isf3nuPKmRRpvUKpoG2vZgxz6l1qNowj6UI6U4Z8KInDp349tsLBW89h7Vn24XrSErOY2H82AK99O47aTco2FnDd7ACpsaOrkWVZXDmTwvljCdLr9n1aYCwoYvqDnwHw5rKnpQDvenD28GXeeXy+ZB3/9KzhdLyrbG1U8/aiZrnVHU3Yt+UY6xbvxGoV5VZPzx5R5vduLBB6lpe+evSqfxunD4iSwPLK+f4JDPlF5a53OdlZLVbeHSd6AZw/egWNn1rq4QLli/Tf+3WiZCxR2R41cp8YGZnrw+7M/ezO2Ce9jvMvX7takhN5uznmHLTfHjmIY7l/8M7x8jWUAAezN/F4vblS6U/j4A4+v+eSi9Mq3MYXsb83TQxApLYa5woOSMsvFBwkzr+e1CvFG20jBxCoCed47k6qS4HYtZfIuvQmvWMf5atzz0lNMqF8TYy9lDFB/aDWvNxElIyrFBrWJn3Byfw93BbeB4Bbw+70+MzePn4fjYM7cFfVp675Os7k76N7lVEkGk9LwWBy0Tmq6Gp59OKJ9a9DjK4mrZzndqHwCA2C2rhpb35NnEuS8axHOd2W1G8JdJaPtXGWt8n8d7gpgphpRxezNfWQ27Itztf94kQ9Y4+YljxYswfLrvzOuH2ibtVPqeb1Zg8S5hdIhJ8QBQ6o2o53jv/AqFo9eOHQAgBUChXj691FjlloBfZmnWakM6BRlrppZJnyOZ4nxH65lkIeq9OHdcn7eXL/pwCMr3cXjYLjr+o6U52z7C6y0/OIr+dbYyxfuHQyiYwyxNEuR7S5k5ZIQYNrENh1UGuGPtPb7Vzycwp5dcQnWMxWpn0nanNbdGxQ4TlExYUx+PHufP/hOilwerb3uzzwwl0MGtvdq91z8sXizyU3swCL2VrhAH7RO8Xdhlv3aEpszSj6je7Mj58IC+iJA2bz8KuDuWtMl8prg0px+uAlpt4/F4VCwWsLHwfwOds14YMHGNf1TfKyCti0TGQOE8+l8cLnD3nNlNRqXDnRpDf2bBCar/KCrMricDg4tOMUAGcOXSI0MohDO09JgXB8vSoY8kVmr14L78GTxWxFpVYSEx/B4MeFEcfeTUd58yFR6+2nE9qrW7s28ro/iIymjIzMv0uoJoR92Yel12uSt5BsTGF83THl7pdadAG9OoQh1V+QllULqE/fuLG4BvDHcv9gxZVZbtmTklQmeHHhLRNzNXjTxIBwvnJlkhIMJzmeu1MaUJeFWuFHk+COfHJmHA/WcjdBOZSzhUM5vjW5LguNUktNfTN2pv8omSa4NDHrkr9yyzYcy/2DcL84t/1FAFC2u6WvDm+V5WyB0Co3D+lKrK4OezPXUDtQGKskGk6X+bkqFSqsDjEJuvyyZ/WKi/KMDaJ0NXxqsCpz83BzBDFNRzDdS/mYN5qF1qxwm2cb3I1O5cfqztPdlhfZxA98QNV20rLnG7qnFsO1QXSKcnf06h17G12ixTJ/1dULpS+eTHJ7nXguTZqxL4lUTuOonOf9jtUHuHwqGYvTJapkIODKhHS5uxXbft5L54GtGPPKQACqVI+UtsvPETflqfd/jEIBc9ZMomZD95tbRQyf2I+9W45JvW8sZisL3viZDUt38cFv4uHlctwyFpqkEioQs/UJZ1PLHcyv/no7O1YfkEqRRk8R1xEWFcyDL4qZlK9eW8FnLy1j7aI/uO+Z3oDoPl+Z7MafzmDgnbELqNkojsmfjql0GVF4TAjPfzSK10Z+Ii07se88j3d+g1FTBkh9bXzKKlTwc9iwdDcgDBgatapN215X36PGhbHQxIYlu1g1fytJF9IBuL13Cz5c/wLrF+/iuf7CPGP8O/fTqntT5rapQ93m3jNgT7x9PzUbxREeU5xla92jKf3HdCHhXAoPvyr+FqvXr3y55vXEYBTmDUplGDpt2SJ+k1lMtPhpGmOzp6NWxTmXH0SlDEetdv8c7PZ8LNbzaP1KW1nbKTLtAkCn7SgttdqSnefzKxp1XZRKMVuo9bsVmy0Fg3EdQYGj3Y7kwEpOrigBCQ1+EUUppx2z5RhqVTxKZbDbcqv1Imp1TQxG4cKoUKjx13Uv89rFsY5gsZxDH3C32/JC42q0frehVv2736PMP4dG6X4fHRjXiwxTVhlbFxOjq+X22uaw+GRjnGNO47uLUxkcP5E4/3qVO9kbRN0gESRtTPnaq6jeG5tSvyFIE+GRWfClnMwXlAoVGaYEqqvde57YHFZSnVbDMbpaGG0FfHVO9NrqE/uYm23xjcbl1Cbsmx1cLDxCokFMoBlt+TQMvt2n4wyp/oJbwLv88ttcNhxnfD1RraFzlsItvPCSVAkkBzD/PWRhv4yMjIyMjIyMjIzMf4qbIhPjTQ9zLehU3n2+dSrPGZ/SM0plncu1ZGBcZKfnu72+fMq7QDkgSNT8Z6UKz/O/t52gfssa6PRaacZeoVBgtdgkcf6hHadY8ekmigwm5k3/CRANMEvb0D7y2mA6DbjVrUGji8zkHF4e+hEAjVrV5rE37vXogeILGj81r37zOM/1E4YIweGBTP7sIa8ZncRzqVLPExeXTyd7ZGJceoql769l8ew1qNRKnp49HMCtkaerTCkjKYefv9jMxZNJzBwnygo/m6KnXe/mtLqjCU2cwn9vTTkddgdL5vzGik9FadqIif0Y/Hj3q26Q2aZnU4Y/15clc4q7BxcZTHwxdTmr5m8DRH+gHve1K7f0zWop28L44skkvpomBIyxNaN46atHKrQg9sUSefMPe/j8FSGSrdlIfCcvfP4Qao2afqM7S+c0c9zXVK0TTYuODYhxNiENCtOjC/CTMmZKpYJTf1/Ebrdjtzmc12SlRoNYYmtGsneTsNHesfoARQYTxgITRQahERrxfD+q1CjOGF4NNlupZnRlZDqLzKLWX62KLzMTY7YcIyvnRQCiIxaRmnE/MRFidrTI9DsaTUNyCz4lPOQNABQKDQ5MJKf19no8V8akWuzfqJQRgB2HQ2RFzeZjOBwmFIj7l1IZitlyDIXCH7NZZAv9/MQMogIVxiKhNwgLeRW7PRtD0RYKDcud532K4MAxhAQ9Lb233Z5LcvrdVI3ZRqFRlGkG6HqSnfsGGrWY9Q7UFwtmrVahuTKZD6JU6Cky/YVO20ZaX1C4DIc9X8rkqFTuNrgy/33qB9VmUdsPGb9fWOEfyDlGq7DKz2LvyVjF5tSFXtd507EsufQ6zzaYD3jvLF8WvmhifOFS4VHSii6RaDwtLduRvpymIV1oGSqePTvTV9AguK2HaN3FX5nCOOhg9mZSis7TNXq4xzbXUk52Ll+UY/2dtY5zBQdpEtLRY5umIZ1YkyRK5GsHtiTFeIGH64isui89aP4pEg2npDHYNuMZmoR0JEJbldVJopIh1r8Osf6VM+05nit6up3I202wJpI1SSIT0yduLAWWbAqtuURqr70ZuMy/w00RxPyv0KRNHTb/sEd6nZqQ6XW7Ok3jUaqU0sDdFVj4yv4txwCwmAZJOgMXEbGhtI/1DGByMvJ57+mFPOZ09yrZVLIs7HbPDsUuoquFM3eTeMAplcoyXbxia0RJQZtLGG41FztVORwO9qw/zMK3fgHg0qlkGrWqzcOvDqJJ27plvv9jrw8hulo486avkFyx8nMK2fTDHpIvZXB0zxlAlDi5yEwRPWlmjf+awJAAPv/9VelarpUHXriLjBShV9qwZBcaPzWdB95GXaf5gLnIgtVqK7fczWbzHnTs23KMdx6fL31nT80aTlBoxc01XUYD5dFjaDu+ffdXzCYrL88TNdRa/+LBw8BHhbYsJDKQj19YKrm3XSv6YH8eeW0wnQcKQw3Xb+RasJUKAs0lHNEMxnX467qiUBS/j0IhAnirLQGT6S9xXgGi5K3QsIKIsPfEvkXrUCpCyckXr9WqqhQV/Y7WrxUKt1KZsoNghUJ8XyKAAZN5P8lp3mu3/Yu2YjS5f85Volag07alZA17fuFiwIbdnoNSKX7D8bEHKE2RaTd6/7tQKkOxWETZhjZ4Mv7+PcnJFbX/WbnTCQt+CYVCQ75hKQC5eUIgq1JFYbNlOa9DhcNhxVi0mUC9EGtHhr1f5nXLuHMuU/S5qBMxg3zTAYK0nu5WNwN2hwODtYjPW70LgLqMAXtFtIscyO2Rd7sJsCvSxFwNV6OJOZO/j+O5O0gwnpKW7c5Yya1hvSR3LJvDKvWCOZUv7hE19E04lfcnm1MX0T3mQY/jusTjdYNa8fHpsYRrPSf3rqWcrI6zrO1U3p/EBzSgV5WH+CP9B7dtauibSGVbGaYE7q/xMj6ZClRQ4u7Ajp2yxwUZJmHGc7nwGFaHmV0ZPwOwNXUxUdp4imwGGgaLcn9XsOKn1JFWJCZO7qzANczmKOFyiYIrhhOsShT3Ka0yAH9VENUChLZ3deInBGnCyTAl0Drcs9+bzH8DOYi5gfQa1p6je86w9ae9AER6yQIARMaFMf3bJ1i/RMwgXD6dQm5mPsZCk6R3cdgdKBQKadCrD/EnJj6C1t2bSN3tSwcw5RESHsj0xeMrpRkxGYXGqKzsQVhUsNflJdGH+DNjmZgVXvzeGooKTdRoGCdlQdZ+uwONVkPrHkKTNOmTMdRp5puxwt2P3UHD22oxa7xwwjKbrLy+eLxXvc3Wn/ayZbnojDzi+X40a3/9666ffU/ovmJrRNKh3y2VNnWwmIQwvl2v5lKGYuFbqzh79ApTv36cFh0qN4MW40NwpgvQMvrlu1EooFrdsp12ug5qTatuTdi+ch9H95wFIC0hk9ysQgqcOitDfpH0+62IZ94bWWajz6ulyGB2e+1ywgPIzf+UtExPUXJmtrAJd2UaAvzvwmI9g9WWSkGhGMxbrCIgDtCJxqNmy2lUqmiUyhCKhUzib8TPrzlx0UJ3YrUlolQEoVBouZLsPlj107SkaszvznP7GI2mrhRgqZQR6HRdATMGo7CI1mrbkJnzMvkFxbPamdkTiQr/BIfChM6vuDFcXsFXBAWOQeG8/RuMv1FgWE5ewTxpm4SUYt2gdE7qhlJgUhKVKpb4WJd1vJLUjAcID30NjbrsSQYZ76QWiN+UUqHFas/DZE0gUn/zOSYVWgt5fP8LjKklJoHsDjt6tT9donzTK7goK1tRFjaHRWpG/U93VlcpNBzJ3U6L0O7cG+/MujqDlzP5+5znI+5nuZY00oouAjCq1tssuzyDnek/kmUSOti+cY97NFAM1ogJC8/qj8ppYcuib+xYSXzvKBV8nCs4IGl2NqV8w7LLb9E/7kkA9OpizWKeRehV/87egMGWR7SuJj9dEa6jXaKHEaF1f5Y6HPZyv1NXMLI66ROq6GpLWaKGnO31kgAAIABJREFUwbd7HAscbE1dzMHsTVJT080pC1EArSP6e62acf0musWMxOGws/jiNDpHi99opimRJONZWocLvc+Z/L0kGNIYUn3yVZlFyNwcKEr/uG8Q/8qb3iyYjGIw5afVXLNz1r/JzHELSDiXyqCx3el2T5uKd/ABY6GJFZ9ulOyRG9xai9DIoAr2Kh/XwLkg11BmYHXuyBWfg6N/i+y0PDR+agJDA0g4mwpAYb6RBrfU9PkYZw6Kh4jNZqfhbbUq2Pr6Y7fZMRnNUhbEbLJgNVuxWmzYnWWFKpWy3IDpakk8nwbABxO+pX3flvQcervkdpacNoDI8Dlo1HXJyhWGIBp1XYL0IzAWbaXAIEr1osI/ocDwI3Z7HoWuZRHzSMt4ELPluPOdim9v0REiMAjw74fNnsGVpPLNFkRGpT3ZuW+Qm/+p1238/Jqj97+bkKBxXE5qCEBczGbUqlgMxo1k574OgE57uzMb40lk+FwCA4YAYDLvQ6WMwoGdxBT38jmNRsxaxkWvd2am7GTniTJRnV9b/HXdSE7rR2jwBOd7diEt8yE5iLlKdl2qDUDDqM+x2DMJ0XVAp75+VvHXiw2p25l/filj6zwAQMvQJlgdVqK1FZd82h02aXDtbSBaXiZmZcIHpJvEPWxkzdfxV7k/G7anLWV72tKruiZv75dWdMmjJwng5k42uNrzJBedd9vXZDOw4Pwk0p2Zh+oBjegSPUyyZHYd+/OzT3Fn7KNS53qAj0+PJT6gkZSJsdiLuGI4RZBG9Fvbm7mGfVlrmdL4BzTK4sxxka2QmSeGMbzmNAC38/nmvAjCMs2JhPnF0iL0Dm4LF6WtR3N/5+eEOVIAcFvYndwW3ptCaw6LLoo2DrX1LRha4xWUKFmb/AUA+7LWoleHEqQOR6MUWesrhhNU0dXGjg2zvUg6/yhtdbpGDydeLwwGEgwniQ/wXu1hsIqKiDVJn5JkPMtdVZ+SvoNvzk8hy5xElDaeDlHi/tUkpKNkDuEKKrelLeZCwSH6xo2TjCBKWyxb7CaWXnqdi4VHqRcketE0DelMdX0TQjRyH7CbEK+DZVnYLyMjIyMjIyMjIyPzn0IuJ/sXKKkp+C/z3EejvPZ9uRb89VpGTup/XY/pKpErr7ztZs/CAIRFF5//1WYq6t3gBpilUaqU+Afq8PcukfpHqVpblCTM+uV5r+sTUzp5LHOVk7m0MACBAUMoNK4mLMSp+VIEolAEEB8rBLVXklsRFT4XfcAgt2PZbKkVnmNG9rNUq/IXYSEvYbcLI5D8wm8B0PoJfVCQfjgZ2c9JGRcQJWLhIdMwFK2TtDw2exbVYveSnfMGYaHTADAYVhGoH45SWTyD7Tpubv7HBPiL2vDoiPnkFy5GqRCZKtcx8wrmS1qYXOf+fn7NcThnQHOcWRoZT7JNolfX9IPreLlFL57cLcwWlnUrLmOsEyHssXWaWmBVYbFl3JSZmF4xXZh/fim3OcX8B3OOUi+wtk/75lrSmXv6sQq3q0iMvyrxI4ZWf9ltmUvnMaWx+GxdGYKycPUkWXJxmtdpXm9ZmJI4HHb8lDqPDI5WFcCImtPJMgvznpp6zwxsvlVoYotsBW7LTXaj22u1wg+rw8SPl8XfVrrpMnp1qFsWBoQeBbxntywOk3Odkt6xj7rZVDcN6YyfUsfGFFF2XcW/Fhqllnh9Y5qEiHtiv7gnpDKxvnHjxH6hXTics5VU4wUKndmTIHU4OZZUrHYLNmfPlmoBDXig5htufWW8ZWFsDgv7s9ZzKGezdF6Dqj2PWlk8XhpT+x2+v/QmmeYkssyiVC/RcJrq+sYcz93FOef3WS+olVOPVPxZ2LFLnxGI38aImtPYkLyAvVnCVr/AmkOGKZEmIR0r/O5lbg7kcjKZ/9ckG48TrhU3I61SiKcvFx4gLkB0SPZWV51vSSeojHSyK11dsu7XbBeDE41Sh6JUcvNS4d9U0dUny3yFKF2dUu9Z8s/A88EjvPxPE+ff2GOdzPUlM2cKocETUSkjPMrJzJaTWKxC56P374/DYSElfQD+uq4A6LQdyM6dSaAz0DGafkelDEejaUBwYLEQNTN7shSQlEVU+OfoAwZK2wMEBz2GAi1ZOWLAZijaKG0fpBfCYa22DVq/WzAWbaOgcAkgApFC4yqMRZuIjhTLklPvROvXkkD9MHTa4jpwh8NAasYwAgOGAaBWx5NfuITIsA8AShgU2HCZBxiLNlNo+AWL9RxREV8BYDYfJr9wsVxO5oWNicK1b7wzeClJhFbPujufALsYhOn9mmIwn8CBgxCdpz7p38aBgyWXfmZEjeLgPt2USZTWs4GvN6wOUVJ9vXUtFwuPoFJoiA9o6NP2RpuYKDBY87xoMsrGVbIWoomiZViPyp8oYLYXsSnla9pFDnRrNLnwwhTaRgyUBO4uCqzZgCiL6ho9wsOly2Q3cCJ3l6R1KfmMcrmp6VWhhPrdfG6BNoeVPRkriQuoLwV8ZTnF2hxWjLZ8AtVh0rLUogs4cFBFV3YgvS1tCRqFlg5R93isc2l1IrRVK63TkrlheP1ByEGMzHVlVcI0zuXv4uG63xKsuf66BtfxR9WZT7hf2dmTA1k/UyeoPeuTZtE99hkAdqV/Q4eoMXx/8VkerC26xOvVnuL2hecfYWC110kyCpe39UmzKf2TbRl+N91ingDA5JxJ+y3pbbrEPM7Z/J3U0N/q3HcW91R/lxWXX2BANTE4DnU+sJKMx1h2cUK516tSqOkULQbCt4QPKndbmetD6SDGGzZbGiazGHA6sJKX/wUB/q5O0jZ02nakZz5B1SrCnMNsOYbVeoGAgAGSoD4n7wMUCi0hQeOk42bnvk1I0BMolSFSEOMKfFzBTVT4p7gqgbNz3wRAp+2EQqFFp21HUqoYVMVEfQ8OG5k5LxIZ/jEAqenDiI1eVepqHGTlvEaQfgQajQg8ktP6o1LFEREqOomrVMUmFDZbCgAZ2ROJCv+M1Iz7iY1eI62Xhf3eSTEKy/zOaz70uv70kKlYbGJ23mJLJ8u4EYPlHPUjP7hh5+grFruFXEs+Sy4Ld6mn6z38L5+RjIzM/3NkTYyMjIyMjIyMjIyMzH8fOW/2/4yD2b+wNUU0hqoa0JRqAc2xOiykGEUpQ7WAZrSPGv2Pvf+AatMqzC5c6/GXX5pY5nqX/Wa0rh4Hs0RvmXP5uwDwVwVjthVSN6i9lIH5O+snmoX2Qa3USqVgChQkGY9JZWItwu7ijirCfnJ/pigFcZVDAGhVQuBRP6gzZ/N3kmY8Qy19a2m9v0pYVupLpL8BEgoPV3i9NoeVbamiOVe4toaU4ZG5EXhPGFssp0nPeoKwUNFHSKOKw2Teh8nZJLMkrtIuqz1FaEmyxntsU1LbAuBwFBEeOl16/6pVdqDAT8q6gBKrLQmjcT3Gom0ABAc+5mwqWXzOKmUkuflzCdKP9n51zjr5AsOPBAc9hsNeSKFhNQDRkd9hMKwmMbULAH6axoQEPYtGU1eycQ4Pfd3ZHFMh6XcMxjVYreeQ58c8OZyVVOa6WkERpBrzOZdWfN+oHf4GGYXv35SZmHMFl6gaEMvODNEu4GbIxCQbLxKkCeNU3gHqBomSJKVCRZDT2vhwzm4AaujrE6LxreztxmDHbE0EIMe4Dr22NXZ7ISbrBQD0freQXvAtGQXiXhKhv48C0x5M1suolOLZ0qzqHqd+TUF+kXje5RVtp2roFCy2NBxOfYqfuiqXMp+jRsRsDGbhppiWP4+aEe9TcqL7SvZUcNhJLyguf/XXNKBRbHEp64WMcWQbijOwACH+vagTNQ+Hw8rlbKEZjAuZgEYVw5WsV4kNFXpEtTIUn/rSyMhUwH8qiHEAM9ZvY2Rr0axRo1RyPDWNaqEhBOuEgK9qSDCzNv+BwWLhAed2VUOC2XrmAmpnx/Xu9et4dWb/+PfdPNW52Od+65nzJOXmUzM8lOUHRWnR+4P7Svu+sEr0e5jRvyerjpygelgoraoX19VOXrWelYePS6+HtGxC09gYqgQLUW1moYEhLZu6ncvzK9fy3t19SMsvwGAR+oswfx1GixWLzcaO86J287W1Qvy24iHR7bdZnCjdahk2kByn4M1P6U/7qNHkmBNpHylq5/dnrfDtw/YBq8OMWuGHxW5Eo/R3W+fATrLxBAB2h5W4gCZuehEHDtKKzmC1m4lxigzVTvGwax0grXetq4jD2WIQtiVlrrQswVAcLORZ0rhYsJejOeukZQZrNlaHmQNZP0vL1ifNksrVssxXOJTtXoLTPmoUADnmRBINotN8o5DunMjdXOa5XS4UvTSidLWxOSyczt9OnL/Q5iQZj9ErbqJ0/np1OOfyd1E/uLMUmOlU12Y1LeMb/jrRwFOj8i6o1mjqExezkZIP4fjYg6hU4m/QgVUqGXPhwEpY8IuVOg9X+ZjaeR4RYbOkdWpVHBpNIyLD5gA4AxjxTiFBTwFgMh8kMOBeVKoq0iCmZJ8Xu90pxtUPx2I5i1IZLr0nQFDgKPz9ewJgtZ5Hp+2IxXJaMjQQy68QEjReMgrw192B0fQHatXNb5Rxo+lVVeg0fu/3DGfy0vnmtOhL9fHt9+KvFpqjc85tVYoALLaMf+M0faJhcF1eODxDer38ymr81Tr6x16dPuR6EOYXw3eX5nC24DA6ldA/1v8/9s47MIoy/eOf7T2bzaaHkITQi4AIKgoWLIe9oWfvBe/0d5799DzbneXOdp7ds58Vxd4bqKACgtJDIJDey2Z7/f3x7k6y2U0lQKLz+SfZmdmZd9vMPO/zPN+veSrH5Z3H7esvitv27MKrmWIdGr1G25uuotnVce1RKNSkm8/EEJU3B8hLvYkcqwgAatruJ3buiV1TlQoTO5qvpcn5Wty+6xxiAsxuEoacmZYLiRCh2fU2bv/P0j68gVKUUR8qtSqdcMSHRbdfXBCjUsZff5QKA+OzP0CltNDojMlai8Z5l38NmRYR2NY6HqOh/TkAGpwvAFCc8TRWwxH9fKdkZBIZVkHMef97k+Vl5ayqELMWm+oaCEV7es6ZKcziFh44i6eWixnR/60UP9I/ztmP7BQzGWZxYittaOLoJ15IeoxzZ+0tBUQfbijhjqMP46Gvl3Hj4XMBuO/Lb7lk9kxS9DpUUY8XtVKcSEKRCEu3bgdgbnEh586aHhfE7JWbjQIFHr+4obDodNz43qe89fP6uDG8t05kTY6aKMwLLz1gFsc/9RIA1x8mxvG/c07l2207pNfUGZ1SZAYihAhFAvzY9Cqz08VN977pIugpbf+WJXVC790dbKXAPINj8v4qOSdvd67gy9r/4Au3s4/9VABm2oVpVCwAyDGMx64rZF3rx4yMZgjs0Sb6lU1vSA3pNZ6NrGpexHEjbpMa49+p+CujLQdiVKfyVvmNAByddzN6VYq0DpDWH50n9Oo797A4o0ZcT5WK1zTRejhH5IoszdiUuXxR82/qvVuYbDsq+r6Y2Nq+jEvGvCplq0anHMD4lEOJEOHgLNGb8MK2izmt4AHWt30KgD/sYr/0s3lu6wXS/rc4lhKKBEjV5vFjoziBV7h/Zkv7NwTDPra0fyON86FNolfi3cq/ATDBehjTbccz0XoE61s/lbZrD9RJgUose9Tqr+bMouR+ITK7BoNubh+2ip8GiQUwYk3iaTXZst7Q6w6M34dC02V9spswZVwg0vW5nXt8OgIf0GiSm7uqVblxfzWaeENVg/6guMcqVSYZaY8k3ddvnXKnaMz+y6r3eOmgc5iTVZywzbgMcdMZjrgwaSYmfOZDie2uCun/BfnH0Oxv3YOjgUdLb2ZOxtEUmycSCItM+VjLVN6sfCJh29Ut3w6ZICbf9neyUi4DoMX1DhmW86hvfzZum3bvt2xrvFR6PDrzf7R5PiXdLK594YiPgrR7sZtOpqxR9Gp2DoLtZnENb3G/i0KhQa8ZzfamP0nrm1yLsJvENlbDoShQ4I/2vsXwh2oIR7xSsBMhjEaVQ3nztYyw3QogZYuM2inUtoneL506UeVLpy7sxzskI9M9wyqIee7Mk/nHp19zyWyRcn/+x9WYtBrOmjkNi04EHvs/kHjCWra9nFOnTZYev7RyTcI2Md78eR0zR44AYEdzK+uq62hyuQlFjfgikQhfbdnG8VMm4PCKcoyxdz4gPV+vFm/p6uv+gFKh4J/HC0OpunYna6pq8QYC6KLbHDJmFDcdcVBCEBPj2nlC3jB2HACdSgQZZ77wOgCn771Xt6/lh8aX+aFRnFRiQQyAJ9TGe5W3k2PokDnc2r6cFn8lBpWQ8f205j6OzruZVG0ub5ZfD0CecQrpulF8VSuahDuXVE21HQcglV3NtJ8mNfZPsB7Gs1vPp95bSoNXzDXqVWb2sgnn3FjmaFXTIuy6grh1sfWrmoSx4NwsIc2pRIkh6iw8J/NicgwTyDFMwBEQMra1ns1MTTuO1c1vMdYibkrrvVtI1YpMWYtfmJAVmITJlQKFNA5/2M2aTpmX5Q0vsrxBzEi9tr3jxG9U25hpP425WeIC9En1vZw76mmW1j0pBYsfVd/NWUWP81LZZZxe+G8AKWv1Q9MrNPq2SftzBpoYbRGKUdXu9QQjPtJ1RXhDjuh71r1EtIyMzNDmpyZx0/9jww5eKl0hLbfrTcwfISZ8TFpxTq53vk6G6QT84aGZjYkQ4dpxC3mtouM8maZN7eEZu55zC69ledOnKBVKMnXiGu4ItHBO4bWsb1vBa+XiuuUPe5md/rs9OdQ4VEoz4aC4xrv8a8jtJKIRw6Kfw4QcMeFV3Xo3pfViMqKhXZR2jstajEk3A526WMrYuP3ryDCfhU4zGmW0ksGonUxFy220eT5LOIYh+t2z6Ofi9P1Idevdcev9wSpq2x4iN1XcD0QiISIRL5GIH19QVIiEIx7CER+BUDURxGStQqGhwH4fFt3+eIPR63+XyRAZmYEiFy7LyMjIyMjIyMjIyAwrhlUm5qMNm9lY14BC0VHKkZNiYXVlDcV2UWb0+R/O55nvV8VlL2xGQ1yL7q3z53Hb/Hn8Ul3Lqz+JfolLZ8+iIE3MJFW2ilrxqXnZTMnN4sONJQRCwkQrzWTk+ClixsIfDMWN7/QZe3Hb/Hlxy55cJmbcQuEIx04eT6bZhNPfkcGw6HSMy0xnc33ijFu2RZSFdX4tbZ3+7419089gv/Sz+DKaOYmx3SnGtI9d1Mlm6cfxUfXdhCNBShxLACgy70ueUWSvjh0hyqD0KgvtgXqpkf2KMa/2eSwWTQbuYAutAZHtSNHkxK0DqPVsQqXUxK2LrY8JE8So9mwgK1qalmMYL4210iVKCD+tuU/admt7rKFzHw7OXkiNZ6P0HYo13Zc4lrK6+S1AZNum2Y7jp2iPzH7pZ7OPfQH/K7tcKmtTKlRS6Zw3JL4v7lDLTslKt/qrKDLPAuDkkXdjVqezrPF5KZs21XacJM8sIyMzvDg6X/S/XbfiHRYUTccR8AJg1Xb0E8aMLd2BUrzBCgzqxJKzPc1t6+/nmnGXsU/aVPa2iQb61S3r+LxuKdeOv3yPjavOV8mW9l+oiXp+AByceQLjU6YTCPv44xhhJKpRaghGrx1DBV8g2sSv24cm1yIs+tn4gx3lehH8BEL1ANhNp5FjvYZG50voNVHvMZUQjWl0voBJK0q7XfyMVj2C8ubryEsVHlOaaAmp1fA7KWOzo+nP5Kfdhdu/FhCZoVC4nfy0v6OOCgeolDaUCi0aVTbhmHGmQk27bxmjMp6RsjbBUBNO3/foNWMIhpoBUCqMZFjOZ2vD+RRn/HdXvH0yv2GGVRBz6NhiVlfWYDcJF+mlW7dTZLfx/rpNHDFB1HTvX5gPKHD6/Dh9Ilg4e+Y01lZ3uGUrEI38i9as508HzQbgP9/8wPWHzcGk1TIi1Sptq1OrUSmSq2gYtaJeueTmq6h1OHnlp0S1qS0NTdL/Dq+Xg8cUUdbUErfNIWNG8d4lZ8ctK2loQhXttTFo1Lx49gI0SiWPf/cjAOtvvJL/fPND0nEFoqpaYcIoFWr2tp8c1xTe7CtnH/upUunSDtcq2vzVuENt+MIu8bqVHb02Nu0I6X+t0ii5Iv/c8h6TrEdQ4V6DN2oaNsEqGju9oXbphj4Q9tDiqyRDX4w/6ka82fG1tM9YiVmGvhibdkTcutj6mFFkOBLCH3Zj1xVIQcRXdY9S5V7H3mknMTFVNAsWmPfhg8o7ObngHj6uugeA3+Veh0qp5eOqeyg2HxB3jLEpcxmbIsr3XtgmStYcAVETHCHCfzaLcrmXykTp2OTU+RyecxUN3m181yDqlzN0yW84Yj0xXcnUFzMuRTSRf1j1d1oDNbiihmYfV9+LP+xGqVBz0WjRD5XM00ZGRmZ4EFMn+9esE/igYj3rW4Wb+2mj9mZsiri5bPV+C0Cz+1Ms2mlY9DPQqXOS73APscFRwgUr/rynh5HAxJR9mJiyT9J1021zdvNo+o4nsBGjVgS4aaYTafN8iU5dQG2bmHy06OcSiYSpbRPlyHbTAsqbr8Okm0HsFq7JuQiL/kDSzWcQil7D3b7VqJQWsiyXEAyLgEKjykSBkvr2J2h2vS2Nocm1CINGCE9MyPkUpdKESbs3Lp/oL27zfIE/WENmyoW4/aIcPztloVQWNsImJjod3iU0Od8gL/V6wjFDU5Udj38j+bZb2VInzHQL7Pdi1E7dBe+mzG+NYRXENLnc1LU7qW8X5oJnzphKrcPJwWOKWFUumv0PGTOKC/ebwf1ffcff5h8KQKvbyxPLVnDPcUcCUNHSxorySi7afwaZ0WzHpbNncs3bH3PZAbOYmtdRk7qyvIpjJo2XFKJirCiv4pjJPbsCa1UqPl4oelEsOh1VbQ5GpKagjAZFVa0ONtU1cPSkcQnPHZvRIQFZmGYjP9XKa6vXct6+Ypalrt3Jxtp6LPp4x+M1Le/EKZClaLLYO+2kuG0mpR7J2xV/ZUObqIudbD2SWeln8H7lbVLW5eu6xzggcj4qhUbqH/GHPWTpx0jbfFH7b5bWP8mU1KM4ONoXAmDSpFHm/JHSdmH0V+n+hQMyz8ekTpMChQr3ar5reBa1QidlZ36Xcx1qpVZaB0jrf5cjjP/er7qDem8pL5f9kfOLnxOvuVmcjEval3BW0ePRsbopsuzLuxW30uIXM1rN/grUCi0t/kqKFR0qdCAU1Dr+DxEhjCeaYRlp2pt80zQmWY9gXetHQEcfT4Z+FBOtQsEpZo7ZGQVK/jThE/5XtpDvG0UwMjvjfFQKNeWu1VLgc2DmBRSaZrGmRchCnzTyLnIME3hh28VDInipbWunrFEEWDajga0NzRw1Jf57+9aqdZy8z2S2NYgLZobFxNKS7Rg14jQTikSYlp+DTqMmZrJb3tSGRq0i3WzEbjbuxlckI7N7KbKIc/re6fmc9uUzPHGAEEoJhDsy+hvqhIqkVX8AwYhDuiGV+fVi0EyIe2w1iPuWURniWqZWiu/N2KxF0jZ282lxz+nccK8RbbOSHLIhGiDFyLfdgUKhptD+727HlJ3yR9TKNCm4yuBcAqEGNCo7kYhQIFMkcbZP0R9Ein4uoGBkmsh8KRV6SaBifPb70ecOXcEKmeGFInYzsZsZ8EEjJFcXj5V7aaKN781uD2lGQ5ItIRQOS1mOnvCHQoTCYQwajbT/cCSCTq2mxe3B1mn/gVAIlz9AqkHf67hjL14BeAIBDJref9ChSCQhI9TX1zEQNjm+ZGv7clI0mZjU4iQ6Pe1EFP3Qdg+GRdpZqVBLqmdd14cJo1Umfk6x53a3vje8oXZWN7/NSNN0AtHsT5nzR9oCNczJvIj3K+8AINc4mQMyziNChI+r7wWgwrWGeTlXkq0XN+kV7p9ZUvd43P73sZ/KnEwh27mySYgsVHs2cHTezfyv7HKafNu7HdvBWQuZYJ3Hm+U3UGASM4dtgRomWY+QAr+1rR8CoFJouHL8B93uqydaPZ9LCjNpxqNQKwceDJ379BusrRT7mlGYh81oYGbRCJaVlgPwyboSadspI8QkwLXz53LOU69L0ubBUJip+TnM32ssz38n3O5rWttRq5QsueGSuN/TUMAXrESnzkP2M5AZDHwhMVHS5HPxr7Vfcv++JyZss2zHKOn/kanXYNAUYjceNWhjaHaLRvxG5xvkWv+MWTe93/s4bfll3a57bf/Hu133ayUQasAbLMOsFe+lfIMuI7NLSHohlhv7ZWRkZGRkZGRkZGSGFcMuEyMj0xOuoChlqvduocC0D0qFim3O76V1E62Ho1JoaA80ALDJ8QV5xinkGiZJ8sxNvh2Y1elk6MWsaIljKWZNOrmGidR5RcZBpVCTrhPrm6PlalXutUxJPYptzu/JN4p6364moDHqvaVsc37PGIsor4v198QyMEWmWZg16Wx2LGFcykFJ99Eb9e3Ps6NFlP4pUJOiPwC7Scz+2oxHolT0PfPx6botrI/2lTm9fsx6LeOyM5gfLSn750dLee67VQD88FfR3LvvHcn9bW44+iD+t1zUVeempvDDtgqOnTaBexb0TfY0HBGZtQ21x2PSTcNmOBxr1KAyWYnDQPm5an8gQprpeDLNopZ7uPobeKPu3zVtj5Bj/QN6ddEeHtHg4vAuw6ybIUnJ7i7q2p/DF23Azkm5BI2qe2GPlY0iazk6JYNZ7/6LklP+mrBNLBOTbjqWNMNhmHVTpWb/nSVCkLXVomfRF9wOgNVwMHnRBm+Tdkqf9nPb+vv526Q/R/cpLuVr2zbx8o7F3L3XX3p66q8St38962uPlsq5LLpZWA2HYDcdv1PZbxkZmTiSZmLkIEZG5ldKg/M1tjdfn3SdUmHCbjqeXOuVaJP4EnRlTXkN66pEOZlGpUKvUWPW6ShIF4p+H/2ymSsOm80Ly37itFnCu6i0rolvt2znoc+WSfv57wUno1Or2NEkjPFuevNTMiwmzjtgBufPmdGv11fjeJzKqCqdcvrZAAAgAElEQVSOWinUeTLMp5OdctFO3Ty4ok7WG2o7m0aKpHWa8RjybTeiVQ2tZuueaHS9wY7mWwFhoqhU6BmRei1ZlguiWwz/crmNdSfiDWwjPWrql2k+F516RC/P2jnafT+yqe40YpczpUJPluVCcq2Xo1QkmhDHOP7zp9jYWssVE4V/lVmt4/yxwnixxvGM2CgajBvURaQaBqcpvcH5MtubkwUZ4vO3m45jpO1W6bc0HIhEArgDwlDatIcaxT2BLayrOTxhuUaVybS8mPjO8P+NycjsYZL+iIZVY7+MjEzfUSTpQ4oRjrhocL6MUmFgpC1xRrgrDo8Xk06ISHxbsoNP12/hzP2mMW+iECYYk5WOxx9ge2MraqU4bk6qhRmFI3jiXJH9Kcqw4fYHGJuVzt4FwnT0mKnjueGNT5iYl5nkqD2Tk3IZoXA7NY5HCIaF6ECN41HqnS8yMqqWk246pd/7bXC+lmSpaGZtdr9Lu+87puZ+P+Rr3/2hGnY030yr54u45eGIl/KWO2j1fAXAKPuDaFTpe2KIg4ZCoSMYbqPW8RQAdY5nSTMdR571KnTq/EE/XjjioazpWjrPx4UjXmocj9DoeoP8qKSt3XR8wnM3torJgCsmigxrnaddWlfWcicABk0RnkAZ+48sSXj+wMbrpbqtu0Zu8Ro8/s20uD8mI5p1HA54g2VsrD0ZgBTDgYywXo9RO6GXZw0uybK/enURhfZ7kIMXGZldi5yJkZH5ldLoepOypquTrtOrixiRei0243yG+4W2tPFyWtwfJl030nZLp4xD74TCLtZUCa+ecCRRGSrNeDQ5KQsxaicPbLADxB3YJJWA9VQyFSFIffuLAFS1/atP6lZaVQ4Ts9/usRSqv3gCW2hxCyW/LMuFqJTdZyYGg5KG82jzfL1LjzEQRqc/Fv2NdVz0vqjezEPrl/De4ZckbB8rJyu2/4OtTX9hdsG2QRlHddvDVLXdl3TdSNstAP36nXgCJUQiQYzaiYMyvp2hxiHKVitb7wWUZJhPZUTqDQColan93l95y60AKBUGUvRzsehnouhhvtcbLGNt9SFxy7IsF0jva1diwaRSoSfFMBejpmeV02SEIhG+2rqN8ZnCY21FZSXHjR+PLxSSBIB0ajXtPiGQY9GJc8YnW7Zw+OjRfF66lXEZYuKiIFW8Rx+WiIB575wcsi0WQpEIDq/wMvpuRzn+UIiTJu35z1vmN4vc2C8jIyMjIyMjIyMjM/yRy8lkZH6lKHqYo7AaDsE2iNKte5KitLtp9wrxhpipW4zK1nuxm06WnKd7o975YkIGRqHQUJgmem/STScPwoj7T1XrfTi8Qn471TCPDPOppOgPpLNwe4vnMypb78Yb6H72Xq1Mw6KfiUk7TerrCUc8KBXmQRtrhBDbmv6E2y98k+qdLzHSdgtpxmMG7RhdiTVVDxU0KiFLb4iaAZ695AX+s7/o1zksdxyH5IxlSW0pAK9uW8Vjs+N9P1TRnpoIIRR0XxbaFwKhBmocyaWPM8xn9CsDA9ESrrqTCIXd5Fr/CECe9Sr2VEY3J2UhAG2er2n3/UiD81VaPZ8DUGS/H6t+br/2F/v9tHmXUuN4DLXSJgmi5FqvTMju9Md2AMDpWxXd/xJo/QdaVY6UrcswnyqZTvaELxjk0nfeiVu2X34+LR4vx774YtzyZ046kadWimMuLy+XludbxTlx0Rmns+9j8d+PR447loOLinhn40YAIhEIRsJUORzkpaT05+UOCj/WCa+6/65fyZcVW1l8zFlMtsdnjn2hICUtjQBMTs9GAXy0vYRZ2aI3LhgOk2UcvPOczNBADmJkZGSGNSplCrnWKwAob7ktbl044sUbKMWs6100IBLxU9f+37hlSoWO0RlP9elGyO0XDcatni/ISVk4qEppKqWRcMQNQLP7PZrd72HQjMNuOgGAJtfbeAKb456jVlox62aRop9Nin42AAZNorGuJ1CK6PkJMxjJ+TrHM1IAAxAI1bO18Y80GRZTmHYPwKD34HRX7jM555Okr3kw6K5EK9N8Fvk20UCvVAgD1x8adjDz3X/2us9i+10AhCJuiu134fD+gDX62Q2Uqrb7kpZGmnXTKbDdluQZ3SH6wsqariUUFobTsdIoj38To9IflF7v7kUEEQVpd7K+5igiBAmExM3slvrzGZX+IGnGY/u+ty69bsFwC3XtQnDBqJ1AumnBTg43/jfmD9VI+2/1fM5euUt73UWyNoBqR3tSzzm9Ws0BI4XCXecg5sACoYh502efJTzn3Y2beOC7ZZQ2NcUtf/LHFay4fGGv4xtMyhwt7J2RC8CC7aLk7bPyUv656hsAvq7smLQ5bpToh5qZlcdfl38et5/9c0by6vzf744hy+xGftVBzHZXDQD5xixUip27OPvDAQC0yuTNvK6gF5N6aM0GxtjuqiFNK2ZPUjQ916Z/VLMcgHGWkYwy5+3ysQ03qjxCmjlbb9/p75TM4BG7sahsvVeSYI6hVef2aR/1zpcJhBqkxwqFmtHpj/cpgPGHaihpEG7rgVAj7b7ljE5/EpVycGb+kmUaPIHNVLWKm2i9ZhTpppMx6aZj1gkDVaNmLH0JSqrb/i2ZIO5KWj1fsL5WyGiPzXhhSPRT7Ar0mlEDvpnP6uLEvjPEVPYanK8nXe/0rWZlxZhBOVaL51M21p3MmAxxM74n1PsMmrGkmxfQ4HxFWhYhRFnT9aToD+yH6lrib6YwTQSXOx3AkDxzk2o4LHqce/q0jwsXL05Ydt0nn/DwMcmznQv3FX1+h40uJtts5sOSEk6bIiS1w5EIn5du5ZqPPwbA7fdz9rSpTM/NZdJD8WIQB0QDn91JldPBpzu2xC07ftQErpp+gPT4vp++5byJe2PXi9/d6R8lirNUOx27dqAye4RhFcR4Qj4MqsSm1tUtJdIN5V6po6Xlt657GgB3yMuC/HksyD90wMe+ZZ1QvWn2O7h89MlMS40/+V+04h8YVDquGCNOctNtY/GEfPjDwqXZ2kvwMFDerxYlJvNz9u/2plqr1HDpSnFyPKfwKObn7Jd0uwgRHil9E4BgOMS1489kXtY+u2DUg8uDJa+RojGxIP9QLOr+3Tx8Vb+K96q/5dpxZ5Jj6H12+Lb1YqbeFfRybuF8jsjed0BjlhlcYsGCzXgkTa63peVW/dw+3VCFI25qHP+JPhI3GUVp/8RqOKT7J0nP9VHacJk0+wvCt2RT/e8ZlylKO3ZetjaxpMii25dxmS+JEe+EUlq66aTdEsQA0ntU7XiY0emP7ZZj/jYJs6P5Zun/3YHbv5FNdeL6Nyn7k10u5pCMTMu5cUEMiN92u28FNsMRA96vQTO69412AptRBPexMsTeeOW001AAizeI7O+JE8WEwPaWFj48V0ymjEtPp6SxEZ1ajdPvByDdaKTW6STd2PHZeINBPMEAb50R88JS4w+FCEciLD7zDAD2yu5dhn9XcWBuAVtbRUboqMJxfLh9Myvrqhhl7ZDRt2i0rKyr4uARQvzklfmn8VbpelY31DAvXyhoxtbJ/LqQp5JlZGRkZGRkZGRkZIYVwyoTc9v6/7K6pWfd/AtHHcup+fPwhf3UekWTr0ap7nNGobtsj0Yp3ipvyJ+QhQFQK9VYNEam20QjZzgS5rb1/2WHS3gC3DHlEkab483XvCE/epW2T+NKxrcNP/PwljcAUTL2xzHJPTFyDekcGn39D5a8ilKh4MgkGYRaTxOBaOZoum3sTmdhljSsBuDzuhXcOOEcjKrk5XYtfpHmfbPya9a2bcUX8jPCKHxDjs45QHpPu8MX8vNazXJeK/+8x+164uZ1T/L0zBuB7hs1qzwN0udpUOnQJ/meJMMZdLO2dSv7p/fNEfu3iD9UIzXfi9Kpgc2vZJh+T5PrbXRRl/NYGUhv1Dr+K2UJRJMyUjNvb+xo/otUutMZt38dm+vE7Oa4rFcHJPcaI1l/jVKhS5qB8QRE6UVl613kWv+vVxPAFMMcJmS9gUEzIaH87adK8Z0NhTu8TDKiJU/dlb64A5tYX/O7xNeAmlSjMAWM+aj8VpiVUcBLB50jPY4Ay+pELf+/1n456Merb38Rl39twvJYOVSRvff+nM50b5QpMGonoFMXdvLk2T3Zn4RxaMZj0IzFE4i/T1D1YD46HIldoWIZmBiFtviM79j0xOoCm8HAGHtHxseo0XD8hOTeOnsyA9MZs1Zca6+Ytj/XzpjDt9U74tbnmlM4sqDjvqyivY35hWPRqFQYo31CH20vYX5hz/cSMsOPYRXE3DLpAgwqXcJN5uOli1lctQSA32WLUqntrloiUWX+fe0TpZ6Q3rjip/upcNf1uM2RS/6UdHm9t7nbdTevfZKX97sVZaeSr7+sfYz1bWV9GldvvFf9LQdlTmeKtTjp+nmZorF5UcWXbGmv4MjsfXEGRe+AO+ghU59GWbSHCOCgjOnS/86gaCje7qplsnVUn8ZT7Wnkgc2vAiIwDIRDySpi2Oas4vpfhM5/gTGby4pPJEVj4ou6lQDc+MtjnFd0NL8feVi3x4oFmM/NujmuJCwYCXH00qul3p6797o8oawv9t25tPiEXlVmljaskf5fOPok5mZM63H7GA+WvMY3DT9zSrSc8aJRxyY5VoTh5tcSCDUOWoN2neO/1LY/PSj7AvAFRQPrz9UH9LJlIlVt98f93RncgU0AbGm4iPFZr/boNzFYqJXiXOfyr2VD7fGkGY9mRKoI0JO52CtQYdbNTFgeDLfFBS8xzLpZPR4/EEp+/sywnEGB7fZex/9rpHMAA+KXfkCWOJfG/g4W/mAVFa33JixPNRxOof3ufu8vFHZQ2fqvhOVaVQ7F6aJnItn3Z09h0e8fF8QoFNpfbf/Vb4WTR0+Ke9y5lAzgmKJ4Rbd8i5gQO7ao/x48MsOLYRXEdDeT3xldNLOxtrVUWjYvK/EEu65tGwWm7IQeioemX5W0Qf+v654EoMJdz3Ozbk5Yf/YPt5Ohs3L/tP/rdYwx7pxyaUJQ9rd1T/F903oenXEtxV0a6/9d8jof1CwD4OG9r2aspWcn6s6ZntiN/IL8Qzkl/1AiRLh74wsAbGmv4O6pf6DUWYk66vJ+YEbH7O390WDk+6Z1XD3ujF4zNMFIiLs2voAn5OtxO384wO0bnpUyGndOuVQa7zmF86Vtni17n4kphUB8z1OMWBDjDwcJRkIAqBUq6bUUGsVsklGl4/qfH6HAlMOlxSfE76MXJalgJMT71d9Kj+/f/Ar3b36lh2cksqhCzLhOSilidpesTEXr3QRDjWRZzhdj3c1miv3F6VvFxroFGLXiIpFnvZpUw7wB7y/dvGBQg5ihhtu/AW+gtE/yqTtLzLRydPqjbKo/nWb3B5LkbK71KrJTLu6TbK8vuD3pckuvQUx90uU6VWIAtatZV3Pkbj/mnkNM2pU1X5ugRmbRzaI4/T8DkmuuanswQbrcrJvB6PQn+9zDsTux6udS3/689DjTfMYg9KTJyMgMRYZVENMXlNGA4OfWUkmJa2ZafKq02e/glnVPYtOm8K+pQprVprUAdKswFgyLm+MaT2O32ZZUTf+UiJIFZbFlERIlFPvLreufTlp+90ZFYvnCA5tfwaIxSUHAKd8lLx24f/MrTLOJtK1dm9x744XtH6FSKKWyvO6Cma/rV1PjaZQCimSldafmz2Nx5RJeLv8U6CaIiQYgO9y1XLIycabxy/pVcX/XtG4htw9N/J35pmENjb427pxyKRD/nWoLiBuGU5fdxCz7RO6YnOjE3RsKFDS63qTRJYQVUvRzGJF6Ta+lQHuKita7gLAkK7yl4UJS9LMZabt9QE2wBs04JmaL5nK9etSgqXrFqGr9F9VS434HuSlRn4vUawb1eEMBs24muSl/pKrtQcIR8RusbL0bh/dbRqc/hkpp6fH57d4fEpYZtRM7lQwlxxesTLq8t+fJ7Bx17c8CQlSiM0btRMZk/Belom/lr53xBDZR3/5C3LI04zGMst+PQjHwUuhdSarhUEakXg+AUqEl03Ju3HpfsJzN9WdhNx0vlY52Ll+NENxdQ5WRkdlJ5MZ+GRkZGRkZGRkZGZlhxbDLxDxb9r7Ur5HMx0ShUOAPB1jbtlXKABy99Oqk+3IFvVJj/C2TenYtVitFGv7EvIO4bPSJLFh2k5Tp+e/Mv/BY6Vvsa5/U0y76RF+bxfvC7ZMvRqvUsMPVkaE4r+hoTh95eMK2wUiIBd/dxMLRJwFwQt5ctjmr+NPqB5kaFTK4tPgEqeG+O35pLeWD6mU8OuMaFq5KrMvuzPIm0XjaNVPWmRSNiXEpI1nTIpqVnUEPZrUhbhtV9LMZY8nn7QNFs3EsC3Tkkj9xaLQf6PoJZwPxZXaPlybq7XfFHw7wfNmHHJ0zu8exJsMZ9NDid5BvzOpxu64+IA7vN2yo/Qa76QRG2m4BhNv6UKDV8wVO38qE5Q7vMtbX/o48q/i9xZy0+4pJu9egjG93EAy30e79HgCb8QiGaj9TdspCGl1vST1CAA7vt5Q2XsK4zJejS5KP3eH9LmFZhql3s7juytB06sJenzvY7Amzyz2By/9LNDvagVErrkfjMl/qNevWlQgiI1/WdJ2UmYiVuorzUc/f91DYSTjikkobdy+Kbs49sXK76/AFy6luexhvYDsAo9IfjJbaRRJMY2VkZIYuwy6I+allM6/2oEKlQMEPTRvwhHxSWc8su2jqe3Kr8I9Y0byR4/Pmckxuz02/lZ4GXt3xGacXHN5riVDs5j/m27K5fQfnFB5Fhq5/ikSRqKqLStG32uVwRGz/fdP6hD6LmDFnKFoiBh0lW1udVby4Q5hb/XH0Kexwi6b+w7M66t0bfW34wgFC0WP0FMDEmv/v2fQSV45dQJa+9xvubc5q1AoVeYaMHrcbacyWBBC2u2oSxAViJYT+UACDvucgsNbbxB9W3cflo/umPAXwesUXpGotzMmYxivlwt34yOx9+yQW8UDJq6xo2sD1E87mgPTub9IVScwMQTixd/Y9GSzq2p+RXKIHk0gkSGVrNJDUjN2pPpmhzLbGK2nzCjERi34/iu0Po1H1/D3eE7j969GqcuKCGACHdzktblGiaTMm9o34QzUJQYxKaSLNdHyvx4zdGMajQK/Z/UZ5vwVCYQdbG/9IJBKQlpm0Uxgb9RCKqf71h1qH6AF1+X8BINd6hTQ50RPhiBeATfUL8AS2kGk+R3rezvrGeINlqJVpUqlpf/t76p0iaI9NPgA0u98DQNmko8j+L2ocj+IPVic8d2Nd/0wu+31+jewZNTcZmeHOsAtilAolk6zCtCjWRP/41sWS03yECF/Vr8Kk1rN3WvwMXI1XGCaVu+t6bYoHUKHgs7of+azux6TrHdFeiO56ZLwhPzdNPC9uWSgSlgKPWEN6ZwLR3htNH4OY57d/CMCr5Z9L8tJdCXYKYh4vXZyQfahy1zMldTQTrYVxPUFVXuFevk9a783ID5YIh9y9bePilM16oi3gxKIxxSm2JaOz+EKLP1EtKfb6/lO6iF86CTrE6NoTAx1iBT29tljgtLJ5E3dOuYRfWrfyXNkHANLfrvzYtCHp9+H+za/2GMQkc2QfjqiUFnKt4neZahi4uexQptH5uhTAgLgp2lB7LKMzhCGuSbvnpLSD4WaaXOL33eB8DU+gBJ26QDL89Ic6FAjdgfUA2EgMYurbn0/oDchJuaIPN8QRPIHE36BOnTdgF/vhRqz/aHcQIcTWxj/EBakm7VTGZb6IStk3Rc6ueAPbqG57UHqck3J5nwIYQDLYdPs3AuJmvsUtrlH5tptJMyZ3lO8LDe3/22XiH42uRVgNB9HqGXy5674g9+HIyAyMYRfEJOOkvIM4q0D4ErT6nWxzVXN24Xw2OYSWeGzmvtojfCBSNWbGWkb2ut/YzfVZBb/j7MJ434Ou5WQxXt4hZjef3/4hJ404OGGfnpCPU5cJj4RQD7MvF674R49ju+KnxDKGZ7a9z8y0iRSZ4h3KXUGv9P+tky5k//QpvFO1lEdL3wLglPxDeavya6wasyQooEBBmVPMSE3uRrY5xse130vbPjLj2h637UwoEkbdSwADoOq0TSCSeLL3hoQb8RWdfHI+qf2RswqOjPP8WdqwmpXNm7hs9ImSgEJ35WTOoIdPa0Vj8117LUzwDvrD6JM5Lm8OMHiN/cnIT/0L2Sn93x9Ak2sx25quSrouy3KBVKbWX4LhZlZX7p2wXKcuZFL2e/0uXUmGN7AVjSqz0+zt0Gjf84dqKW+9I+nyTXXCP2V0+qNYDQfvphGJ36vD+y0Nztdo8XwizcgrFFpyrf9HTsrl1DoeA4TSVAytKtEDIhaA1HaZRdari8i2XNjraDyBkgRlLACDpn9lmMOZyG4MYipa/k6b95u4ZS7/z/xUOXilmTWOR6lxPDrg5/tDwltra+MfadS/zqj0BwdUGms3nbTLghgFaiKRIOMzX6E6+lprHY8RjvjQqDKYnCOqPwaS1erKlgZRuh4fMA3NclQZmaHO0LgzkJGRkZGRkZGRkZGR6SO/ikxMZqf+i9fKP+eKMaeQpk3hs1pRBjbZOopgJCSZWO5J53Sz2sAbs0WWJZmc863rnmZ50zrePvCehNn//vrExGiP9qsA2HViJskf7sholLSXc2nxCSypXy2VUE22jmJ92zasGjNjLN37O9R5m3lq67vcM/VyILlMcneY1Hp84UCv23WWaDarDAnrvdH1ZrURXzQrs6jiS8mXpSv7pE3o1ajSrDbwp3FiZr03E8y+UtJeAUCxOS8uu/RrQa20DEoWBqDG8TiNrjcGZV89EZNdTia/3F/CEfE729J4MWMynsGqn7PT+4wRSZKBdAc283P1gYAwOIxh1gkfp6K0e9BrRBbVajgE6MjEqJQmUg1HdBm/h7KmP0eP55e2Axid8RihSDsqUlD04KnU4v446fJdLdqwO0u4emN3jKXe+SKA1HehVxdJWfTuhBWGAk7/T3gCpb16DSXDqJ3IhKw3MWiE67rojenbubnN+w3KqCS0Wbs3CoWm223zrKIcONN8Fo2uN7DoZg5KBqaDjlJxnTqfNOMxkvx1q+dzUg3dGzvLyMjE86sIYjozzjKSGbbxRIjwU9QjJRQJs6W9Qirf2jt1bJ/2FY5eFF7a8TEv7Ui8OPfWExOOJPd66c6LBkRpklqhSghgdoYGX4v0f6w5398peDg0cx8mWYuo87ZIgV+mLpVKTwNHZu/b4018hbsOZ9DNH1YlOjp35tRo+d0bs//eMRZDZpyKXHevuTbaywSQn0RcwBsWN1xGlZ5Ap+DsuvFnxRlzPrJlEe9Wf9tjb0qMcCQs9drEBBJ2ho2O7Vy9Rrhbz0qbyM2TzpfMOGUSsZtO2i1BzK4gEgnQ6Hx1UIOYQKghybK6uMdKhZ4RqddKKlKdE+2xPh2dugB/qJrCtHvQqDq8kiKRIKWNC6VGbgCFQkOx/READJrxlDVdTZP7PYxRtS+DZiw6dQEqZQrewFYAGpzJDWBT9Pv38xX3jwjJJ0P2hNnlrg5iWtyfsKP5b9Jjq34OxemPSGVbKoUJjSqrx2AzGVsaLqbV81nC8ml5K/osWrGtSVwLk4mRpBmPoyDt1p1SWTTrZgzoeY3O12h2vw+AUmHAot+XVP0h2IyiTDyZippGld5vhcW+UJB2OwCF3IlGlUWD81W2RScPAGyGIxiV/gBKxc4JIcjI/Bb41QUxe6WOpt7XQqbOJkkwL21YQ7WnQboZnxlVK+sNf0hcGC8pPoGTu/S3dNcTE1Ov+qhmOaFISOrD6au5YoW7rlcZ4/5S5W5gRFQBLNYL0jmIyTOKdTPTxvNY6Ztxzz0ye78e971P2gQ+OejBpOtO+u4GQPTkvD7771g18SflabYxrG3bygaHyP7MsCU22YcjYTY4tpOjF87QOUneR2fQg0GlQ6/S0tZ7YqdPhCJhFkR7l2I9N515pPRNHunyXkH3jf2dWd60jpe2f8x5RUcPzmB/haTo92N81usYo70UO5vhGc5ml62ez2nzftXjNkbtRIrtD0uZl0REQDM55yPCEV+cg3kw3MbWxsvj1MjUShujM56ImzEvsv+LNNPx1DqEgEHMmLU3NKoMTLq+iX0MlHDYs0v33z923qi4O5y+FWxruhKiKpZZlgvJt/0FBSoMA2zk311Y9PsOkky8eO1VrfeTYT4drTrRaqErwXBzx7MjHto8X9Pm+ZryFtHfVmi/h1TDoaiUFhS7+LYoJrIB4AvukMYQo8XzKRtqT2JMhuj/kU1iZWS659dX0yIjIyMjIyMjIyMj86vmV5GJKXfX8XbVUgB0So2kJHZ41kxAyP8qFAr2Sh0NQKbOlnQ/ESL4w0F00fIhu87Kg9P/xISUwj6PJZaxOWXEIfx5zUOUR/twrht/Vo9lTNucoqa9PejuU7lTf9jg2M7MtPjsU3ugo08mZh6ZrktlSvQ9+rj2eyamFEly1ruCI7L35bXyL/gwKo+dLBPzbePPOAIuziroviykxtPIKHNuwvJ7N73EvZteSlge6cNMqUap5n/73QaQYK7ZlbaAE4BTl908YHUyma4oBlQ3/2siEBJZ3NKGy7qVYM0wnw5Age02FIre+9GUCqMkdewObAJga8NCvEGRDY3104yy349O3VXBUYFVPxerfi4gvGbKmv4cJ9ucjCzLhf329OgvnWfaY6iUKRSnP0JJ/bnRxybSTaeQaTkHvXrnz2vJzC4tun3JMJ+x0/tOhsv/CyUN5wNqRtmFebHd1He/q6GIw7ucUKQdW5f+rJ4Rc68O3/e0eZcwIUtkBHv6/gdCid8PgOyUi6PjWEpZU99kpHcHnsBmNkW9aSblfDhkjI5lZIYawzqIWdWyibcql1DtaeCqscJJOhaoAIxLERfh9qALV9DLOYXze93n2d/fJt2U9kZvPTGduWvjC7wx++/d9n18XrdC+v/gzET52ibqi9gAACAASURBVIFS42lku6uGG6Ju9TEa/K1SaVnn3oxxUenplc1C578t4EooA+sLtd4mfKGO2q5qT0PCfjJ1Ni4cdSyPRaWe36v+lmNzRaPyDpeo7360dDHTUsdIyzsTk45u9LVxVM5sIF4E4IYJ53BIp/fykS2L+KT2x6i0c+83Vb0FLzIyyfAFt1PacBkphoMYYRVlaj01EndHrGcl3bwgoddEgYqRabeTaT6z3/uNEKLW8bjU5B+JBFApU8hPvUEKivrSMJ2i358JWYtYX3sUwXBbwvoMsxDGyBmgRHh/CIbbUCg0mLRTAeFRZDedGA1gRPlRKNxOXfuz1LU/JzVPF6bdFdcb1B+shrlAGJ1amHhadDP7VNrUXzzRYLOk/hz06mKK0/8tHXO44vYLj6KShnOJRPzk224m23JRv/aRa72CkvpzqWi9C4CRtr91u22yIDfDfAYjUq8HxHvc5HqnX8ff1QSiY44JISypEBMN5368iMXHn0koEmFqhpBJv/jTxaypr+HheccyM0sI8XhDQbQqFaFwmGqX8Ff7qa6aE0dPRK9W8+YW8RnMLxqLUa3hx5pKAGbljODVTb8wNSMbu0FcszONJiLAopK1zMkTEwDbHS3MzB6BSiHLQ8vsOYZVEOMJ+WjytdHgawXgpl+e4IS8udwy6Xx0yvhZmLaAi7+ufQIAd9CHWqHi3yWvRx97OSpn/wSTRQUKnp11c4+N9zG664kZCLXeJt6vFqpj021jmW7rm/BAX3in+hvm5+yPMRo8+cMB2oNuNrSVka6LV1zZ6NjOa+VCD3+ydRTr2rZx8Yp/cMGoYwE4ImtWr8aUIDITD5W8zpTUjvr8F7d/zG2TL0ow+Dwhb6702T1X9j6LK5dg0RilIObwrJlcOOq4pMdd3bIZEFmTw7PFrH0sULphwtkc2CWjdVTuAfy+4HAp0yYjM5jEGrpLGxfiDmzCHdhEu1d4DY3JeHrAN8t51mtocX8oBQoKhZpi+yPUO58nHBG9IDbD4X26sW33/UB5y224/RtQK1MByEo5nyzL+QMwRwzT5H4HnXokQf9aaalRO4ER1uskRbTdwcTsd9Ao0+OCxcrWe/AESpJuH8tsBcKNA/5cTNqpUtDUHaGwi2b3u6QZjx64+WTUyDLDfCZ5qVft8p6NXU0o3E5po1CzjKngVbTciUoh+t5iwW9vWPVz0aiyqGt/FhCBa0o3YhrBcEvCss7BtUEznsk5n6NT53QyZe3+5jwWWK6r+V3CunGZL5GiT5x021mUSjGem/c7hNLWJq5d8jGlF4rs0X0HHcXdPy7l0k/fxh0Uk4cvH30aaXoDJ7zzEjkm8d4+c+TJtPq83PD5x3wdDYru/XEpdW4np40T4h92g5Ebvvkk7tjLz7iMa5Z8xHdVO5hgFz27LV43358x+MIHMjL9YVidDRt8rTgCLtJ14uJ7w4SzmZLEiHF9Wxn/2Pg8sQbLe6ZeTigS5o714mT38JY3WFTxJcfnzeXQqHpV7Oa3LwHMYOIL+/nHhuelxv+/TDh30PZd7Wlko2M79+z1B0raxYXwHxtfYKNjOwC/y+lQDNrcXs7Na5/gtJFihvKcwvk8te1dFlV8yQNRd/s3yr9gwch5zMsU71nXgCSGVWPmrr36fnKbnyPEA47InkWlu55AJEheVIigJ5W292tEI/Kp+fPIiH4nbFpxo3BIZqKKTZEph8WVS/CG/WRHZblLnZV9Hmd3dFah606RTiY5nsAWtKpcVEoDw71Fr7xFlB/G3MoBXP41AGysO4lxmS8lKdHqHY3KTkHaHWxt/D8ACtPuwWY8krLmP+PwismPipY7sernkp1yGSn62V32EGFroxAwaHZ/gFE7iQLbbaSbhTnsQFWQqtseSSinyjCfQWHanezuz7JzszRAm3cJNY7HE7ZTKVMYnf7ELldLi7Gj5WaaXIupbL1XmvUXN+m9z16HI24CoUapfK9/JVdDl7Lma/AFdyQs39EsJgO1qqw+msUqsBkOp94pSoa3N9/I5JzPUSrir+HBcLNkABvDpN0LnbowbplBM5q+kiw4jn0+uyKAAQiGRUbxzu87RD6OWfwCANfOnINZq+FfB88n3yKuhZPsmWxqbsAbDFLWJoK4Q15/mv1y8vnPvGN5aYM4Nz34kziHbGiqB0QQ05Vbl33BLfsfyiOrv6fIKsrxTRotwXAYtXJ4n7dlhjfyt09GRkZGRkZGRkZGZlgxrDIxI41Z3Db5YvKNQtO9czlUrD/iubL3WdKwhuPz5nBKvihniJUrPTxDpF7vXP8MZa4antj6Np/UinKPC0Ydw6y0vkkvg5hxj/nODBRX0Mvt6/9LvjGLK8aIJr6+mkWGezh2zN/kpR2fcMukC9CrtFKv0F17LeSs729lauoYzo32CH1Rt5Jny97nz+NOjxMVuHjUcWTqUnliq9D8b/I7WNe6DYtazNQMtgCBSqGkwJTdp21/bt0iGUaeVdh3L4gTRszl+8Z1/Ccqj9wYLU1M1Zr7OdoOwnR8FqHoey/TNypabqfN+80eO/5gml32hC9Yzqa605iQ/VZC1qAvpBmPw5wrMqBatRCxUCpMhHBJ27R5l9LmXdrrvtz+9ezw/40dLd33EAyUBufLuP3rKEy7B6N2wqDvvzf8wWoAtjVeRVepY40qnbGZL2HUJAqIDDZtnq8BaHItBkQ50/ZmITnf6HqdAtvf+/D+KFlfexShcN96NHcVa6pmDsp+djTfxI7mm7pdH0GcO7c2/YEJWe/0KTOSop8tZWJ8wUpqHU+Qa/2/uG18nYxgY8T8YQaKy/dL3GOlwkC+7a87tc9ejxkQpXf/mXcsymgfyhEFYwAobW2iMMXGPlkjKGlplJ5T53Zy7qS9eX79T9Ky+w4+inq3i0yTuOZ9eeqFLK8ul/blCwX504wDGGmxMj1TnGsq29vwBoNMz8ylydtxzvmpvppZ2d2bYcvI7GqGVRADJPSL+MJ+3qv6ljWtWwDYP30KFxUfl9AjA0heKQ/vfTWvlH/GFGvxgPtPwpEwofDAblhjJUyvl3/B70ce3vcxKBRS2ZRd172DcHm0n+SiUceSpo2vwzaodDw980aUChWPRm/kjSo9j+9zfdJG9uPz5jIxRTTymTVGya9lT7OscS23TLoAoEczzq4oULB/+hScIdFL8FzZB5xV8DuKTInqZn0l2Ol70J+xyECa6bg9GsTsTvyhWmodTzNygDc7seAlxq5W/BooLv8v7Gj5KxOyFu3W44bCLkoaxDkhWSN3INTI+iQ9DLsbp+8nNtQey5jMZwCkcrGuKBV6bMajaHS+vjuHt8cJhV1Utz1EcfrDvW6r18RfO2vbnybLciEqZcekVCyw7YzNkDjxVdl6DyplCummUwFRxtkd7b6VcY9HpF43ID+Xqrb7CEf8ZJnPAehRGKLYKkqgK50OpmXk0OR180bJOgBOH78XW1ubCUXCZBnFa3910y/Y9Aa0KhVvHicU897asoFNzQ0UWW0UpoiysFHWNNY31pNhFGWln2zfwomjJ3LM4hdw+kWf38Jp+3HdzDmsbajl6CJhdvvets3csfxL3jvxnH6/bhmZwUIR2TM1/IN20G3OKnQqrdRDsbt4ruwD5mRMA6DY3D9Fmpi544SUwn7d9Lb4HVg14gTVlwb7nih1VpIdDUh+iypcsUyWQqHY6cDDGRRy1UvqV3NI1gxJ9a0/1Lc/n3RmPD/1L2QPUN2pybWYbU1XJV2XZbmAkbZbBrTfYLiZ1ZWJCnom7RQmZr/Xr32Fwi48gRIMmrGolLvOofrnqv0lKWC9phiLbl9SDYeQEr2BVCq6770aqvxSPQdfsCJuWarhcMZkPLVbjr+mah9JBrozFt0sRtkfTAi6diURgmxpuEjKgAx1NKp0xmUKxTmDZky32/mDVZJghFadt0u/p1saLqbV81nC8ml5K9Co+nZ93dYklDqbXG8nrCtI+/uA1PR6IkKIVeVjpf/Fce4k03yWtE1d+zOUt9wuPdZripmS80XSsTe53pakmjNMp5Fr/VNCMBOOuPipYmr0mEEsulmMz3qNvvQ5dabRtYiypqh6YXQ+2W46gVzrlQPqneuObW3NjIz2ydS7nWQazXIfi8xwJOkPbNhlYroyqp8BxGCxM27rscxGf7FpB8+RebT5t50C3tkgsDPmaHnd0bkHDNo+fyuolCbMu9jNPRIJ4A/VSY+9ga14A1tpcL6MWikymoX2fw7Dxumd+Q5HpNIzs3afQQsgTdopA7qh2znCbGu8KiGAUSp0FNn/RZrx2Ljl25r+TJPrraR7yrVeSZ71zwnLOwfBnSmy30e66eSE5TH56uro386kGY+jIO3WPnl/7ArJ5l8TClQoo9/dUNgBQKv707ggpmsmJlkWBjp8ZmKKafXOF6l3vtjrGNp9P7KifOd8h2JqeY2uRTS536XQdifp5lN3ap8xRlk7vme55sG7h5CRGQrI4biMjIyMjIyMjIyMzLBi2GdiZGR+zVS0/oOK1n8M+n7r2p+hrv2ZQd/vUMQXLAeSC2Gk6A8CwKxNlOTuLw7vtwAYtVOkDM9QJRBqkpzsFagx6aaRaphHmlFkmAdazqJQ6Nh9WRjxmZY1XUezO76MUaOyMzr9Kcy6+LJHb2AbzUlMDVVK4aORzHDR5f8laRYGFFij35+uBEL13Y46J2Wh7MA+iMT6X2KZGJd/Xdx6b3Bb3OPumvoVQ2hOdyDmuDIyv0XkIEZGRmZQiJVEDDU8wa1Jl2tUmYyy3w8IA8mdodXzOVsaLoru106R/f5ub3CHAv5QR4lNhCBO30qcvpVUtt4LwCj7g9hNx++p4fVKJBKU+i+a3e9Lyw3RRu8xGc+gUyeWzFa1PSD1TnQm23IhQFJDylb3p0nHYNLu1a1RZjBJr1AMrTqr23Uy/UdBvIhPMNwifcYKVJKnS6w0z6TtTlUzMYgZabuFLMsF0uM27xIp+I+RnXIx+akdqmuewGbW1cSXrFl0+0bLLDvo3BPTmUnZ72HQjOtmjDIyMp2Rg5g+4g6KOlm9SiPJG/6aCUciv4nX2RO+sLgp13Vj6jmYdBcADKfG/lDYM6D97Wo8/k1Jl9sMR+x08AIQDLeyvflG6bHIcpzPiNRryEm5fKf3vyvwB5NlFsQNGYDddNzuHE6/CEdclDYsTJCTTjctoCDtViC5gWe778eEjA2ATl3Q42+sJUmzO4gm7O7wh2oTlsVm19VKW7fPk+k/kYg37rECpaTcF464JYnlNMP83T62gaDXJBp4y8jIJEcOYvrIi2XCHX5R+Qrunn4qM9IKB7Sfp0uXSDfFpxTMxNDFF8YT8nPTmjc5u2g209MKetzXazt+YF72JADSdX33OQlFwjxe8hWXjj0YALUiUap1WeMWPq5ay42Tj8Gk7l0RJ+aZ81b5Ko7K2yvpc97YsYINbeKCcuHogxhh3LmLeSzIeHbrN1w0em7S13Hn2ndJ1YrG+/OL5/TptQAsbyjlhjVvAHBB8RzOHdW7C3O5q4mRpoFJUMcUiIYzXW8m+oo/VIMCNWqlUNAZ7FIKl39t0uUW/axB2f+O5lsIhBq6LA1T2Xov3oBQIiy03yUpEA0FOmdiYihQk5typfRoKOILVrCl4SI8gc3SMrXSRmHa3diMyRu2Y27tMUf4eBQU2f+JUpHoUt7u/R4g7ljSsxRq0ozdB3r+UKI3SYc/0NB8b4crXc+dnUshPYEtxMRQbcbhEcTIyMj0naFTBCojIyMjIyMjIyMjI9MHhs7U4BDkrz+/xTF509g3fRQb20T5xaOzzmWMRdQ0P7DxEwDSdCbOLjqgT+VXi8pXoFeKmeb5eVMxqLTc8vNbUoZg4dhD2eyoYVpa7421dp2ZY74SNf3/N/4ITi/cj1AkLDnZd8fiilU8Vfo1dd42AG6felLCNgdmjOXBjZ/y15/f4v4Zp8etq3ALIzmtUk2m3sJXtRt5ePPnAJQ5G/ipeTt3TV+QsM8mv5Nv6sWs5l+niFnMQDjEIyVCs//cUQdg04oykGDU+f6Gn97gnOID2Cs10UgsltGqdDVz9apXeWifRA+CpfWbsUezVGeP6pBAdgXF7F13mZknS7+WTCyn2sRn4QsF0KkSswS/tAivjou+f4Yn9zufabb+N0UHw21Jlw9NidWO75dGlQlAqmEeWZbzB7Q3t38DWxouHJSR9YetjVeylSt733AnaHSJbF4o0s7o9EcZKvNGvmBlwjKjdlKcSeBQwuEVmfCtjVdIRpaphkMBKEy7W/oeJqOq7QEAPIHShHVZlguw6JJn5KodD3W7zzTjMd2aIYYjPgKhRLPNjkzMzhGJBKJiFaBV56BUGBge2Z3k4ho7S4RA3OM0U4ekttu/ERDvfVeRBxkZmeGPHMT0wPrWKt6rXB237Ou6jQnb2XVm9ksvZlxKzxepzY4aaj1t3LbXiYAoAfOFg3xas44jc6cAYFbrydZbafK5ei0ROyx7Em/YVgBwz/oPOCp3L0795hHqvI4+vb53o6/t+Py9mZFWiC8cjOv/ODBzLHWeNr5vFI3RD236lLunL6DEIeq9b1y9iPl5U0jRGLmgeA4A41JyEkrkYvtVK5QYo0HDxrYaHi35gn/u/Xue2yoc22N/u/JdwxaWHiFKQTTKxJKxg7LGcd1Pr9Pmd2PVdpSF7HA1Uu91SEGaVSNMPZv9Lk5ZItygLxt7KKcWxN/E/Ni0jZ9bKnggGrzFgpLjlzxErSd5sBHjmlWv8tGhVycdZ08Eoj4mMb+OVMPhZJjP6PYGa0+iVqYyNvMF9OqR6NSFO70/q/4g1EobwXDLzg9uiNLm+Yp238oh83m6/D8lLNvVfj0DIUKI6rYHqW57JLokjF5TTH7qTVIQ0xNtnq+ocTyWsNwaNTnNt92YsA7A6VuJw7u82/1mWy7udp0vWEYyP+fBMv9UKNRsbhAu6f5gYtnaYLOmauag7CdW1jfY6NWih8Tl/5lUw2HkpPxBWuf0rQRigc1wCPRkZGT6gxzE9IBCAceOmM4dSTIVAMd+JWb4pqUV9BrAALxf9TMZegvz8zrUUb6rL8EfDnHpmEMAUCoUzLQX8dr2H/jDuHm97vOYPOEc7An5sWgMfHTo1QlGjuctewqdSnzUT+zb/Wz5lSte5IfGbQnLP6r+Rfr/9l/e4Yyi/QGRLbmgeC5F5p7dnBcs/Q/lrqa4ZWd+9zgg+lli/HvmWXxQ9TOrmsp46yAxQ37s1w9ydtHsuKDAFw6iVapQRC9KM+2juHPayehUGs5bJtzKrxh/OOtaxWzzZT881+3Y7l7/PvunjybflIYnJMQb/rH2PW7d6wQC0WxQiaOWsSnZLD7oyoQAbbBIN52C3XQSKbr9gA7jtaFK7CZwMFAo1IzPegW1Uig9qVU2qTF3Z6l1PEFF610JyzPMpzPSdgurK/cBIN/2l0F3E9/1DGxmOxzxJcjQAph1++zsgAYVb7CMsqZrcPpWSZLVudb/I9N8Tp8EGbzBsqiwRXxAYdROoDhdBDbJ+5TCkkpbV2LyvEbtpO6PG+2D6opOnZhNHhgK7EYhKlDjeKSXbYcOu6rvb1ymMKQMhJvQq+NNJ52+VQDYE/qXwrj862mPBqoO33LavT/skvHJyMjsOuQgZjfhDwd5t3I1V40/Em2nbMeb5Ss5MmcyuYZUadlx+Xtz8pKHOShLyCxOTk2UCo1x7Agxe3p03rRoOdvAZ5se3OdMqtxiNvyqlS/z8oELWdVcxtOlQgXohdmXoFQo+LJ2g/ScvtzUvzbncgwqLU+XLpECojfnXiGtf6r0a+l/JQpGmuykRLMmAJn6eNnTL2rW/z97Zx0YxZn+8c+6JNm4kxASCO4U92KlClSoy1H3/ip3vavb1a5y5a5ChZY6FVpavEBxdwiQhAhxzyab9fn98e5OsuwGAoSW9vbzD2Rmdvad3dmZed7n+X4fHt053+99/t7i/w9v/5JoXSiP9b6YSYm9APg0bwPTUwb67U8+/gPCSvW2zPFMTurF+b+IUj2b28nc4be0yYjA7LASptGfcLtjMelPbBzwZ8ag6XZG9lvZ6H+egHgYVSoMRBonAXC09p9EGiagUf1x7G8DWQW3hUb7zoCz4u2TJTrdkiE3pZ7+RUW1r6BWRpIS8SixoVcBtLncze4s4mDZVTjdtT7LjZpuZMbOlTOegSipfwezbbPfcoVCTYeIR0743oGMAKA9gxiID7sBEC5yOnWqp6Ts9DhccTO1AZzY+iVvQaM6/kSVF6/tdVXj937rJOnMWLB7bbFb2mN7Sw6tziOebLGCMvP7ANRbN2C2bcLlNssudrGhl6PQq6htWn5GxhgkSJAzw9lRoB0kSJAgQYIECRIkSJAgbSSYiTkBPx7d4aeLOZZ+Hivk97N/ZWy8mFHOCPMVmi4s2kWd3UJWfTEgBIb5jZXsrCnwyUoAJBkimJ46kDu3iDT5M32nMzpOZGUcHrG5RqnCKbl4dIeYab6gQz9Gx3VtU3+XRqcNtVLlo39xS27UChWdw5pnoittZtZVHObx3qLp3Qv7fiTREEFaSHODN/0xQvd/7ltIiFrH3V0nysu82Rqn2+WThQqEw+3CpPG3O23JxMReTErqRZbHbOGade/w2cjb6RHeXHO+t/Yob2YtY3rqQOodwvr37UO/MDy2M2qlih8KhSbgso6DCVHrqLVbmOLRJfWP6siqsiyKm8Qs7uzB1xGnDzvumABq7RamrX6T69JHcKNHIxTk96HBJn6zwmLVF40qXs58xYSIUlHRU+cBMmPntkvvmN8CSTq1TIzZtsVvmUHT+bji+LZyqmPy4pYcNHq+u7SoF4gKufCkrKmtTlHKdaj8euwu3144YfqhdIl5D5Wy9d9yo303RXWvBlyXZLrbr1wpEBaHv24SRD+a9sKbGWlrhuT3xDvGcMOZbf7qcjfQYN/h0TOtlZfbnHnsKz3/mDHFkRhxO3Gh1wAii5MX0II7SJAgZzN/jLv170hbNDEAq8uy+PfBZXLA89Hwm4nQGuVeJp/kriNcY/Apv/rPoV+4pctYEgzhPvt1SW4UKDB6tr1nyzyGx3bmLxljONIo+lE8u+cHn9fY3E5GxnYht6GCR3Z8BcAN6SPlcrOW+75j88fY3U7eHiw6D4drjdjdLkYueU52BQOYtvpNQPR3aclVacPk/49d5q83AMgIjWOip4xLpVCgVChxSm456LG6HNy7dR5/7XmBz+sanFaSTlC25dXHqFvoZPQqNdnmMqpsjQCsLNtPlC6ER3fM55GezTewg3WlrCjZz9zctZ7XaZmZNoQIrVHuyyMh8d9Dv3Bhh34AjIjtwoTlL1JpazjuuLy8kbWUHuHCVWxITHqbXnO2UG218NaeDXKAe3PPc8iuq2ZwfOsljWcjRXWBNQ0AcaFXypobbzBj0HSm3rqOI9X/R3r0654tz24hsFuynNLrai3+JTNRxgsDbHkqnF45mVKhIyPm1HQeZttmsitE08qWZWSxoVcA0DHymVa1Zg6X0OzlVN4TsOwpRNuHxPA7/ZYHIpDeCEDfDiYYZz/NxR1adTJxodcQFypMCI5XwtdW3FITFk/zWotjPxb7Phrt4p5rsR/keOefQSMmAhNMs4g2XtLu/aiCBAny2xMMYk5AWzIxoRo9y0r2Miy2M68OEI5WRrW4WXodt+7qOoF/Z4l64101HntMpYp15Ydlq+Zj8TptjY7rygUd+tEzIpn+Huvl6SkDqbA1MHnFywBckNwPpUKJSqEkx1wO+NoHewX7A39+Ql42J0doXf6v+xT0Kg3LJzwsN4YEuHvLPGJ0odyQIR70Htr+JS/2v5yDHneyz/M2sm3qU6wo3c9D278AYPmER2RXtX21wjnHK+JvydDFTwPw92O0LeVWMwPa2EjU5W6+YU33uI15P/d/DbyK1WVZ7K09yse56+TtBkWnEapp/lymtjBZ8PJ1/hYO1pf4aGB+HHd/QP3Ps3t+YH6BCPJ2nv9Mm8Z9NrOuJJ8P9m+V/+4aGYtaeXY/zB9LjWVJQGcpr54izscKWhxbfNgs8qr/SlXjAnlNWtSLKBUnr2/6rXC7m/yWKRXHb+ZqsR+g0b7Tb7lek46Eqx0MFdrHkOHkcFNS/y5Fda/4BCAnaoLpxeGq4mC5uG7bnHl+6zWqaDrHvtOmjJDDVRnQMUylDGmXTNfZTnyYCFjiQq8iVDeQ9poIcLkbySq/Aot9PycbKJv0I0gIu5lww9jTH4jk7zrXppedIXvpIEH+1wkGMS0I1AektUyMxWln2mrRR+BAXTFTk/vydN9pPl3j99QelYOCcxN68O+sZdjdLlaWiZmkJ/pcgtPt5sv8TbKofNvUJ1EqlFy46jX6RoiA5dl+M07peFoGMd6MwPHcye7e8gl7av37R3xXuE3+/7N7f+DCZJHdMag1xy1d6+4p79o45XH0Kg3P7f2BBodwqGnZR6bfT48BYHM5KWis4oej29vUJ8eb5QL4ZeJfmX1wOesqRPnQ1qojLC/dR3poHNemDwfgg5xfUStUNDhssrNZaIvPyOug9kXeJkLUOrm/DLTNwODPwLkpnRmTnI7dJT7bBOPZ2TekNRyuSgpqngy4ztuN3ut01ZKYkEsprX8Hq/OIHMg0OXLoEvPOWdmrxy01IuGbMQjV9SfRdNtxX1dc/6bfMrUygpzKu1EpHyXM445n0o8g3DDmBOVTzb99o8eYoS3C9/bCGywcqX6Ieut6nzFFh1xESsTfTxg4eAOYJschv3XezEHnmDlt7vHSEMAQAECv7tym1//RCdH2OyP7VSlDiA29kvzqv59wWwUqIo1TAUg03Y5R26PdxnGqZhqSZG+3MQBcM/crthT4BsvdE2L5/uZr2FUkJhlTI8P5ascerjmnH88uXgXAt7v2cd+44WhUKoaliXtsTmUVS7OyWZbV3Edpas+uvDZ9aruOOUiQM0FQ2B8kSJAgQYIECRIkSJA/FMFMTAvu2PwxNyPwhQAAIABJREFU26rzfJblmMtPWE42LLYzz/WbIc/ue0k0RND7GHtkBXBnpuj/olaoUKtU1DuaCNcKi0xvjxeX2y2XRp0M1R5NyKnw3tCbqLE3ymP3lpM92OM8oDmz47VEbmmDHAhvlsarg6mwNqD2HJ9bcqNUKHFLzWn2lWUHcEoujlpqfAwDnJKbbLNoBtnSeKDe0SS/T7jGgN3txObJIByoK6ZjSAxhar1Pdsz7Ou/nrfCMsdFp462DQivwn8HXcd36d/2+z/8F6mxN7K0qxaAWn//OyhKidAaGJpw4M/Z74p3pzK682U/QDWDU9iLedFOrr1co1KREPsrhiuYmhhb7XvaUTCQp/E65ueHZ0r9HodAREzIDrVpcX6KM5x3Xprq2aQUANZZF8jJv6VmPhAW4JTsVDZ9T1fiNZ/tlUIOchQrXjyHCMA6TfgRKhcguJ5huxeVuIMIwjhBt3/Y/yFaQJAel5jkU14msklsS1wGTfjgpEUKcbdT2Ou4+vIYP2RW3yGYALVEpQ8iMnQucXBPQ1hpkGjSZbd5HkMDEhV5NXdMKapt+CbhegZqY0Bkkmu5oVxOFlpxqJsYtWdt1HGF6/zLXzLgYthcWc+VHX/osTwo3seNosfz36yvX+6x/dNIY7h83Qs7EaFQqXrhoUruON0iQM0UwiGnBW4OvPWHZUFZ9CY/v+pbCxmrcniZqMbqwgA+8MTr/UhyNUuXXzb2wsZr0YxpG2t1OQtUnV4+/uHiPHIScCjqVmlkbRY+GEbFdAHAj8cSu7wC4rOM5DInJoMQiRLMte9u0haz6Yi7pIJzZblg/h6f6TvPZx89Fu0g0RFDS1CzK7W5KpJspQS4TaxnElDbVAaKPjEqhxOZykhoSDQhHsZf3/0xZUz1Si2Z3TsnF1uoj9IkQPRvm5qzlhoxRHDaX8UQf0UCuZRne/xpOSaLKauH2XqKsKN0UxaCzXNTvlqzkVAqHP68rWUtUShOdY2afUNMQYZhIdMh0qhq/bbFvC0drX6aiQTwYJJhuJiZkutxf4vdCgZpO0YFdtI7F6sjhSNWDfssTTXcBza5ZqZGP0yHiIUC4tZWZP5Qf9isaPqOi4TMUCi0mnTD2iDROISZsOmpl1Gkfz4kRv+EayyKO1r6M1XlEdpGLMl5AfNj1hOra1lm+snE++dVCG+iW/K+XOnUKXWLnyELwkxljrXVFwDXtWdJ0NmH1NAhWKBT8ULSGWJ24nncMSaRTSCJHGkvoFCJK8dZV7mZETB8kJPl+ubB4HaNi+xKqNqJSnLgwJC3qZfaVigdsrxmDt3QsJeKRMxa8eJFOsWFnezse/veKi1hy4DA/7RM9iR6dNBaz1UaXuGhUnok5lyQRptMxPjOdwhpxr2y020mJDKe41sx940SZ9ersI9idzcGZXq3+H5y+C/JHJRjEtKC1AKbRaePdw6sA+PTIBsYndOff51zLrA3vt8v77q4tlB/uvZidNkwn0TRxQ6WYRbm20/BTHsf26nwaPHbEt3QZx1O7v0eJgusyRgAi8Pho2CxyG4RD2pCYjDbvO9tcRrWtkWs8+hSH5OLGDXP4atSdsoPawqM7uavrBB+x/9tDbqDS1kC51ey3z5wGkZ3p6XECs7udGFT+jjN2j3ZGp9KgUaq5uMMAxiV0B+CJXeKBtV/k2Z1pOBWOJyZtrUY7XKvnoQGjeX+fMCuINYaQaY8hSnf6zfTOBA5XJYcr/kKjfVfA9UqFgczYD9r8cJMW9QwW+z7At2mhzSnMOPKrH+No7YvEhFxGlFE464mZ+rOzMtfqPMLB8mtwumt8lkcap5IUwG3L2zQxNvQqYkOvlJv/Fde9RaN9F5Jkp866GoA662ryq/+BST+c6JBLAZERau9sVYNtC/kenZPFvg+DpivJ4fcTGzoToM0NSu3OYvJr/tHqTD6IgKhj1DMU1b2O0RPEhGj7YtB0PeGDaI1lMXZnccB1oboBAZefSRwucZ2WJAdadQInOkdd7rpW1rT+SDsvfzEAXxf6f6bfjfwnn+Uv5dcKMbHQOzyD3uEZfFW4wmf7fx/+ms+GPUW01l+rdiwaVTRpUcJ5MLfqXtKi/in/Dk+fE4v23W0IYryTJUqFUTaVSAq/5/SGdgz51bX075BIVpn4juNNoSSYxKTpW5cLp8HxmRksOXCYEK2WjlEiuEyLisDucjO5Wxe+3y2aVqdGRsj/BzDbbDyyYAmvz/C1pQ4S5Gzk7LzzBgkSJEiQIEGCBAkSJEgrBDMxx8HhdvFd4TbeObxS1rZ8NHwWvSLar7xmU2UO1bZGLkkZKC+rsTdiczmIClCO1hKLs3lWaHnJPn4Ye1+by8nKrfXE6U0+yz7JXcffeolZnJalcN7Sq4zQWJpcDvbXidlGb/lVW1hYtIsZqYPkErlpKYN4P/tXFhfvYVHRbgBu7TKWQdHCDanKKnqyOCUXK0sPsKJUzI7fmDGSGF0YbklifYXIPj3YXWh2au0WH0cxgGp7A0aVKA9bNfGv6JQaIrQG1peLMpllJfu4Kq2QPpEpbT6WPwNuAmdi9Co1L2//Vf77p7wsVh3N5eOJl/9WQ2szdU0ryav+G3ZXqd86b4lTl9j3T0rToFSE0DVuHgBZZZcH1Eu43A2UmT+kzPwhABpVDBGGCZj0osFpqG5Am92sziS1TcvIrXoAl9s3ixluGEt69GuceA5LQYRBNK2NMEyktmkZR2tf8mkgKuGizrqGOquwki+oeYq4sOtICJslW1qfLpLkkvvYdI6Zje4k+q24pUZK698DoKT+7YDaBJ06hZQI4XoVaZyC011LjWUh5a658jYKhRajpqtcYqbXZKBVJaJQqD22v8jnw7GolCaM2p5tHnN7UdEgbO+L6l5FodCiU3dAqxJZa60qHrUqGgVKbE7hSBmoCSocvxRqfJy4bw2M7Eb/SF/dz4qyrXIWBmBPXQ7fF/3KrPSLuDRlPAAbq/ZidzkI17T9XIkwCE3pgA6B+/GcKm3Ru7jd/r2Zji0t1Wk60j3+W0K0vY6blWwtG94Wm3NvZuXesf6VF+MzmyskJncXZeHn9/QvjZzet/mczK+ulbetaGhkWt8/Z/ljkD8fwSDmGGwuBws8Qv75BVsYENWRd4fcSEaYsOrcVpVHQWMViYYI2eL3eDbDLXEdU95jdTl4ef8iHug+hWq7eGiP1oWy1vOAnWw4ftPHX8uby11uzBiFSWNoUxDza/lB7tv6qdxV/q6uE9hWlUd6aBwhHjOBrVVHKLfWk9iiEee8Ebfyn0O/cF26KC/rFNq2btGVtga2VOXyzpAb5GUdjJE82utC/nvoF65IGwzArZnjqPI0lLx/22cB97WpMpfzk/uyruKQrKfRqzSsKT9ItrlctnUGUCmUbK/OZ/iS4/dvUQT4/loaDrRkW1UeABsrc4jWhcoBXUveOHQvKQZxQ9hWI8omHuv5CZ/li54+OQ275W2jtKIUZnjMhSwsnuOzn44h3UkxdmFthW9j0z4Ro7g0RZQnLCudR5ew/tTYy9EpRSlQ7wjx/XCc7umt1XbbXE7OT+vGT3nCBnxbeRFZ1/xfq/v5rbE6ciis/SfgEZ8HINwwlk5RLwJtLzVqibfDeLf4r8muvDmgzqYlDlclFQ1fyA+NAFpVIqG6gRi0QmxvUGeg12SgV3c6o032HK4KjtaKY69snO+3PtF0u0f3cvJJ+AjDRMIN4yirF7q5orrX/RpuOt3VFNe9TkXDZ2REC+F9mH7oSb9XS8L0Q096H26pkXLzZ5TU/xenu9pvvfe8SDTdQlzotT4Pm2plBH2TN1HfJBriljXMpa5pJY32PTTa95z0+KONF7apx0x7kxQudGKRxvOobVpKteVH6j3BZltRKNSolaZW11fYvPrImFa3uS1jGgBv53yHTinO/S3VIvAbFNmdNZU7/cxXfg/aondxec53b9lldMg0EsL+4rONAjWhugE02LbJv0W9phNaVQc0qmi5l1F5w6d++xfn4W+vSJnRrycz+v32gXaQIKdLMIjx0Oi08U3BVsqsdfSLFPXz80bcilbp+xGlhETxfvavfJW/WRaMR2vbNovk9DRndLjFw+Xju77lL51HMzmxtxyQPLL9Kwot1aQYo07YK8Wg0soOYTNSBzFq6XM0tsjO3LrpI7/XeHuyALyfLWbce0ekEK4xcE+3iXIQ9ND2LzlYX8LVnYbJ2++pPYrZaeWx3he1OiapRTMw73H+5+ByXh1wpY9RQYPTyjcFW5nVeTRXt9DxRGlDmJjYkx3V+QDUOZpQoGBEnAgKJif1wuK0813hdl4cIDpx65Ua7tryMRFaA5d3HCzva0JCTzZV5nLUIh5imlwOlCiI0BqI0YUBMD11kJ+DHICjlSBmYHQaAInGCB7e/iX764p8zAYAbur0JPkWTxDgCWJqHZVc1VGIpvfXb8LsqCVcE01GmHB1Oli/lWOZlHA1aSE96OAJiGodFURq4+kVPozcBjELaVCJc88tuegZ7vug58YR8BjE9oFnAZcWHpYDGC961e9/mWi076K0fg7Vlp8I1OzO60aVHP4AEYbx7fKeGlUM3eK+pLD2BcrMH3mWtq3Znd1VQrVlIVgW+ixXoGJAivjuvA9C7YHdVUqZ+QPKzZ/Ibl1eQrR9SI0Uv/u2it9bQ4GaBNMtgMha5FY9QIPN/9x1uMo5VCF6UvVKXHzGBdcg+saUN4gsWnnDp7jc9X7bhGj7EBd6DdEh4sG6tYBSgVpujhhuGIvZtpm86r9ideSe1JgUCi2JpjtO6jXtjUHTGYOmM4mmO2TtWGHNc5hb6WnTEtH3pfWAV+O5P6YY/ScLEg3RfD7saart4nv4ZOgTlFtrKLNW0z0sDQCn5CRUfXbo7driIBZpnEyItiehukHA8X/DIdq+dIh4GIA661qqLN+d8PzxTqAECRKkbSikU+xAe5r8Lm96PFySGwXNFscn4uk9C6i1i1mZf/S+iCjtid2Krl33DrdmjiO/QbiqjInv5tMVHiC3oZyPctZyR+a5JBhOLHT0ZgJ6hCfJtsXtQW5DOfkNVbIAHuD7wu1cnNLfz4ltXcVhvszbBMCLAy6XDRK8jTNTjFFy008vX+Zvom9kKt1MJ192s6XqCJmmBMJbWDybHVZC1Np2O/5n9ixgRqp44OvRIrvTkt21hWyuzOWqNBHoeS2xq+wl5Jibsy0KhZJOIT0JVYvv87B5J1X2UqyuBsbEiUamChQcMu/A4hI3fCVqBkdPIq9xP8vLxAx/Wkh37G4bdpeVi5LFg+Sq8vmolRo6hfTE6hLnY5cw0XCuzPwhBTVPBRx7hOFcusQGNqa4acV8Hh8sSjae2LScuRMuC7jdmcTprqa6cSGVjV8DBJwBVyr0RBonExty5WnP9p8I7wNfQc2TcvnQiVArIwk3jAMgXD8KnbojWnViO5WauamzrqPSk/2paVri060exENUgmmWR/h8pmZ33RTV/ovi+tmev/0v7QmmW0mJ+Fv7v7PnobO2aQWVDV9SZ13LsQGuTp1CpFGUm8aETD+uDfWJcLrrOFAqSmgDlRkGolP0q8SEnFqz4jOJhJPD5TdRZ/21lS3EdTQz9n35HP6zc7D8auqt63yWpUY+TnxY69bsJ4fkuSY/3eoWUcYLyIh5q53eL0iQPxUBb2JBYX+QIEGCBAkSJEiQIEH+UAQzMf9jSBIcKwEpLq0lKSGCN99bwYA+ouyja0Y8CqWCmKjmUrnZH6zi9hvG8Nm3IutyzaVi9tstST66oLfeX8nN147i4GEhuE5LjeZoSS23PTiPTqmidvrhuyfzw+Jd/O3e8+TXOV1u5nyyhvGjupGZ0VyecDi3nPhYUf4VFmqQx//kyz+Kfx+6kLzCKkIMWmKixXY/LdtNSIiOfr1S+OSrjQBcf8UwJEkiItw3K9TeHKjfgsojhp175Bn6RIyiu2kQfSJGydtsrV7OwKhz5ayWS3LR5DJzyCz0FyqFmr4Ro8hp2E2tXdhoLih6h0FRExgWcz6xOiHQ3Vu3nkhtPG9n/5X+EWMAmJ4i+n+U1M/maO3LAceYHH4/SeH3+i2vslr4YP9Wog3iMzJpdJyb0pnIM2yxbHPmUdu0EhBaF7N1k5/QVqOKw6QfSaRhAgDhhjG/Q78WiWrLjxTXzfaxYG6JAhWJ4XeQaLqt3cYn4ZLLtmosi6i2/IzDVe6zjV7diUjjFKJDLgY4razDyeJtpplbdQ8ut68urz1nl91SI3VNa6lpWkyNZam8DIR+I1QrrIxN+pFEGMafsOnlyWK2imtJVvnMVrdRKgx0jHoW4KzMwnix2A+wr/Q8v+VqZQRpHk2Z1yL4f4H9pRf6ZXy7xH7QbuWpXnIqhbW5KI0VaFTivtgt/mv06k7t+n5BgvxJCJiJCQYxf2KKSmv54LN1DOrbkfxCUcJmd7gY0CeVrp0TiI0WAcrDT3/Dxq3+tboXTe7Lg3dO4lCO6Meya99RLrtoIB9/KbpSXzHtHHRaNSvWZPGUJ6AIxBWXnMO5o7uRV1BFVY0Q7icnRLBhay4P3D4RnVY88Gdll5KbV0FRSS2ffL3RZx9XTRdal4T4cP7138CC7mnn96e2TpRUrd2UjVKhYPCATmzc1nxs08/vz503NZdH7K0pYUHBbuZmN9eHj4hL5/96jWdBgSgJ864bEZfOtZ1FidmashxMGj3/zVpLzwhRHvTdubNa/Qx+D4rr3qSo7jVAaAEijBOJMgrv/9ZulAty93Pvmh95fph4eOkXk8TOymKuyuzXrmPzlgLl1zyO2boBm7NQXqdQqDGoOxOi6+upyRdaDoOmMw/O/YmlOw/57OvCQd0pqREOXFtzjvqsO29AV168dmq7jl0gyUFXmflD6q1rUXgS2+kxrxFlbF031hZc7npqmsRDel3Tr9Rbf8Xpbm4Cq1UnEaodKJfRhetH/ia6kxNhcWRxuOImn34pyeH3kRR+32ntt6JBGH3k1zyJJNnRqKIxavsAEKodQKhuAKG6/igVZ3aCwsuekvF++gaFQkN0yDSSTHeeFd9FW9hTPE4ujVMqDMSFXk1i+J2olcc3lfkzcqj8etzYCNOJe02UceoZmQhosG0D4ECZCHAjjVNIjXwSAK0qod3fL0iQPwkBg5jfX7H7B6XBauNotdAvJEaEsWJvNt2SYumaJIR5ZqudVftzmNCrMwAWmwMJKKtroE+quFAdLKmga2IskgQ78osA0bTqUGklfVMTiQo9vRvyG++uYOPWXJat8q3hn//jNi6c3IeH7hQPqkaDFq1Wjd3uW1OflhoNwJYdeQCcP7E33yzczqihQmj+5Es/cs/N4xk/spucicnNr+AvV4/ky++3sm23EOdPGtsDl9uNSqkgwiSO6WBOGTfMHM6L/14sBxWdO8Xx3idrePmJS7n+CqEzef6NRTz50IXymCQJqmsa+eiL9T5jvfziQdz1l3E0WYVgfcnK/cTHmqirt3DPzWIm7b1P1nDHjb713aEaHYNjO7KhIo9DdWJm+5auw+XlgLzulq7DeWWvEOrvqWl+SNtXW3Lc7+H3Ii7seuLCrgVo80NJtyhx/l6SLpxqZu/ewPlp7X8jVyqEyYMSHTEhl6LXpGPQiPNKr+7cqq3rK9efz8wq0ZRvf2EZSVEmnrt6ClbPufvDln1YbA4MOiHYHtktrd3HLlDIM7QRhvHYncU43JWACBhPF6szVzYTMGgySDDdglEj9GlGbW955vZsw6jpRs+ERRTXvSE3T4w/xr3pVAjTi+tBl9j3MWq6/+7Hn2i6k3LzXHTqjoQbRgNCZ+a19v6j0DHqGbmRa6TxfNTKE+sw/6xkxs098UbtQKhO2FJ3in4Vo6Y7Rm3QzjhIkFMlGMScIk12J9tyxazvCz+sAmB4ZkfcbpFk2pgtbgz/+ErMpnaICufnh28kt7yKXg+/Ju9n7u2X8/byjWw4XOCz//S4KH548PrTGuOLj83gyZd/YOVa37KXXt2S5QAGQK1Ssuzr+3nt7WWMHi68/gf1FQ/w+w+VcMlUMRu+cOkeenRNJDJCBCIzLhyA1eqguraRTh3FQ0V8nIlV6w5SUlbHc3/z9JFRQE5eBSXl9ew9ID6z0FA9keFGxo/shkYt7DUfenI+apXSz/K4sKgGvV48lMZGh+IOkD202oQT176DIqDwZms+e3sWhUXCnSwlOcqvlG5dWS4DojvIAQxASVM9ueYqBkQL1zLvupKmeu7tIUq2ss2VvHNwHTU2C+MTffsjnC2cygNJrEFk5744JFyMukfF0iUiul3H1ZKOUce3vw5Eg7XZgc97rtRZRGbn2fm+ncM/uXcmydGn92BW09iE3SlK2+LDm8sr31giRMBXDutLnCkJLb4GEKsO5JKZIH4XSZEmcsurySquYGo//54N3nPaOxkQou1HzwThbNZkd1BUU0+iyfd7KK01sz1fBNOTe2eiUio4Wl3Hr1lHPOPq53e+r846QkpUOOlxUX7vWd9kJUwvgsvWXOOf+e4XZo0T2cjEiLCAx6FWhpMa+XjA19ucItjMr6yVP5uWWB1OVh8QGY7R3Tph0IrfvTdzeLaU2sSEzDirS8Xaikk/8vceAgBOyc4bWaIMUgrgPuglydCDy1JfAECjFOdqqVVkZu2uRlJD+pPbsFlel2L0n1AwOyrRqgzolM2lnkVN+0gy9PAzrTkdss0biNSKst9onb/TaKDzR0Ki3lFKuObkzD+OWvaiVmhx48IliXthoGMHyG/cQYqxN0rPRFGNvYhaewmdQged1HsGCXI2EBT2BwkSJEiQIEGCBAkS5A9FMBNzijz02c/klAmdyZXD+9IjOZ7kKBPdk0RTzBX7sqk0W0jwzNwO7ZLK9Nc+8RMDLdp5kOtHDwyYiWkPjs3CAOzNKqKwqIakBDFDbQozYG6wotGoKCkVJSB5UVWkpUTTIzORmlqvUFeid/dk3vtENEy75Lx+xMaI2djoSDGrVVHVwD/fWMRFU/rJFYwatQqdRs38H7fJmhWA5asPkJIcyRvPCZHsM3+9mDffW8Hls96hrKK5x8Mva7I4f2JvAO6/dYKsyWnJgUMlsnanJUaDlq9+EDXIl1800G99himGZ3ct8Vk2N3szf+szMeDyV88R2aXkkAhu6jKUpUVZTEr+7QTUZxqvgP+KTDGLtyT/MBrl79+IzktBRS0FFc3akKKqOg4WV8hlnBcM6s7CrQeY0l9kO/qmnb6dcYTRwH3zhOZr+jm9GNNNZAMW7xIzwHdP8u+a/d7KzWw7UsTfLhLli5IkSkm35B4lJkxkMq0OJ6M9+8opE9nCS177OOAYBqQl8+/rL/KMR8wyJ0SEsWO1yMRkFVfwwHkjKak1sylH6IuuGu6vY+qXmsjUlz/k0ztnMuP1efI4vFw+RHzvT0wXFtsuT2ZZpRQ/5k05Bdx3nmimunJ/DtvziumdksCk3l3k435ziW+pZyDC9Dq+ve8akiJ9GynqNWqOVNQAMH/zXt6bNT3g6yW3hMIzpm2rDqDRqVn57VYuv2siAIkdA5ebFR4u5fM3l/DQG9cByPtoyfpFuxg0rgcaj1ZPoVTw1l+/ZOLMoTTUiutXv5FdUSoVKJQKbE2ihHXHmoMMndSbgkOlbFwqBOLe8QA0NYgMolKl4GhOOTvWiGvzJTeP5dlZc3hszs2o1M3zins2ZJPRqwPGsOb+WgArv9tKgqfUt/vA5szUO09+C8BFN44mITVazlK6XW72bc6l97DOzZ+fJAVs8jvv1Z+ZdvM4Qky/be8WtULL/d1E5nFZ6RvsqRXX3hhdGgDnJtxJVv0qJibc4/fa3TU/AxChTSI1pD9bqr6mg1HcLwJlIw6b11Flz/fZ14KjT3Nj+nsYVL7no4R0wuyMS3Kwr24ZfSJ8tXfZDetJCxHZjWhdKnZ3E7X2YuL0GQActewh0dBdNoEBKGnKYl3FXDJChzIg6pLjvm9Ljlp2o1UakBBZrdaO3SU5WFj0PNNTniHR0E0ex2HzOjqFeu+Pp5+NKsotp8Fzr4+MMxGXHMWmZXsYMEaUxK79cTvjZgxmucd0Z8LlzRb5Sz8X149JVw6npryeyDgTuXtFBUd6rw7k7juKMcwg/waC/G8TDGJOkcenn0ue52ZbZ7FSUFVLzw7Njlp6jRpJksgqEc5So7t3YvZNl/DT9gPoPSUSo7t1IjEijPWH8/32f/WI/qc9xn/PWdHquk++3sikcaIWd+jATmzefoTbrh+D0nNTf+ZfPzHzknPo1iWBV/+7HICMtFiWrdpPjMcQ4PtFO7n52lFU1TSye7+4yJgbrLz7r2tZte4Qdz4ixLjXXzGMHXsKfQIYL4VFNXJQdN+t59JosfPlnFt83M5a8tb7KwMuP5xbzsuzl/DAbeKhYc5r13H4SDmLVuzl7r8I7cJn326itr6JCaObe98MjU1j6Ji0gPtsbXlL/kwBDIjbV851D6PyfP7TM86uLs6psRH0SBG/s/2FZWQkRBOia+62/vzVU3j+6int9n52pwuNSsWdE4UmY29hGYVVteg0avnBPr+yhk6xzZMOVoeTHXnFaFQqNnsCiqkvfyiv/2qTMIwIM+jY+OQduCWJzvHihvzBLZfSv2MSDTa7/Bs4Ul5N/7TAvYpuGT/YMwYR2FlsdrRq/6DTWzrWZHcwIjONeFMom58WLkkqpXhwfnPJeiJCfB+Yl+89DMADnzY7KQ194j+AKDnr1zFJ/mwAZo09h1vHD+GRLxZxw2jxUFTbaOVwaSUo4LqRA/zGdexv/fpRYhuvdtDqcPLSwtUA/N/UUYTotLx411xWL9gmv6bviEzCo0P5aa64lnQb2ImR5wc2o7A22gMGLyAe7t1uiRXzN1OUK8pIv3lHlCj+9Mlaebv7X72aRnMT73oCBwC1RsUbPz0IQI1nEqbgUCmRcSbCIowc2iWu8z9/so6LbhpNrWcbBQqqy+p8AhiAA9uO8PClbwQc55Mf3erzd3V5PUU5YrwJKdF2DbzFAAAgAElEQVTcPPpZefwAETFhzN38FFqPVmz+f5bzwfM/+O03KS2WK+9tv9/PyaBUeM9bBdd0+jd6ZSjrKj857mtckpOipn0AjIu/lZKmA8TqM+TgZ2/dUnqFT/J5jUKhIELj+3tSK7QYVCbqHKXYPf22YvXplDYd5NM8fxdHfxQkG4QTXpSuAwqUSJKbcI2Y1Cxq2keoOpqPj/g2Pr067U0SDc3lpUmG7lyW+k9WlM7msFmUq3YJG9GG9weVQotTsqNWiOthnaOUkqaDdDONkbfJMW/0BEcSTZ6eZGXWbAZFTcfhFsFPoWUX6aGD/fZ/MhzZX8Rzs94DQKvTYLc5uOyuSUQnRADw0p0fUZhdJgfLB7fn8fGLP7J99QF5H6/dP49JM4dx/+vXcueE5332/+qPDwaDmCBAMIg5ZdQqJcO6iDpXs9VGRm00+46WkZkoZgCn9O3KN5v38hdP/bhSoWBXfimrDuSyu0BYD7/042om9u7Ca9dewLueGcfhmR3ZmV9MN09G53S4e9a53HPzuaf02pZi+mf/dnHAbZwuUbscGqJj3AjfOv8p43syZXzzA/Dwczpz119O3DTtuUePP/t02UUD+WrBVjqlxjD8HDGj9ek3mxg5pDPP/32az7apyVGylgbgkbt/n5vzH4nypgZGzH8bh1toQLQqFS8OP49p6f7BjMPdiNku9AsqhRaVUk+jo4h4o39mor249o0v2F/YnHHLKa3i8c+X8sFdZ6Yhp93p4sHPfvJ5UF+8+xAtZVnVDU18sHopD04VAu/qRgurPbqUX/bnAHBe367MOKcXi3cf5I4JYl/bjhRR3WBhyZ7DPPt9s5bn6UsnUlJrxmoXte3RYSEkRITx8k+iMeHTMyZi1GmQJIlN2YXy/sV7N8kBTUse/EzMVi/ZfYgxHq3JFo+mr1tiLGEGnd9r3JLEhF4iw7LvxfsBuOCVj/jX1RcAMG/dDu4/bySfrN3OzGF9AZFhqWlsYsnuwyzckQWICZ2rhvejQ1Q4BVVibLOXbeDZyybx7i+b+c/yjce+daukx0Vx9bB+PPzv67j5cXGt2LBkD6Mu6M/sR7/iuofF2BZ/vgGn04VKqfQJWFwuCW2LawKI4GTyTPGdzH70KxZ/JmaC07qJLJ4xTI/F7NvNvd/ITGISI4jvEEWjZ11m31TeeOhzDmxrboT5/ZxVTLl6OPe8OFMeR2xSRMBj27n2ILHJIhhO7nT8zu2GUN/va+V3W7nrn1cA8OQN7/DsvNtJ8GSjXE43D1/6BlqdBsmTWZt263jmvboIu0dL6CUswsi6RTvpMSgdgJjEwGP9zfD80CTJhST5a2UO1q8mVifGqlCoWFT8CuPib5P1Hd8WPk62eT2Doy8nyeAroC9o3IGrRYPYBmcVPxe9RLfwsYAIYhINXbmow2NkegKJXTU/Y3ZW4PQ88CcYMglVx5BtXi/rXvIbd/B1wV8B2Fe3XN7/tJSnSQ3pz+Wp/wTgy/yHMGkC3+eLmvbj9GhbWg9iJAJlTawu4dS4rORN+VgcbnGOZjdsYGz8rXxb8A/GJ9wOQF7jNnbWNLuLhqpjuDHjXR/N0MniDWAArnvkQuprGomMDePuiS/Iyz9/bZHPa34umc3UxDt9ll37yIXM/4+/G+mW5XvpcU76KY8vyJ+HYBBziqRGN1/cDVoNcaZQeebQy4zBvj0KRnVLY9Qxbkneh6Hhmc2WnP06Bp51PVlaE+e2F2qVmDn0WiT/FmOJjzWxesFDPvu79frR7DtY7Let/piHlSAnZkNJgRzAANhdroABDIBGGcKqouvkv3tF34NLcpzRIOaTe1vvz3EmCNVruWxIH7YdEe6B4UY9B4oreP7yyfywXbj+DeyUTFZxBXNWbQGgZ4d4PrtzJnNWbpHLpeat28GiXaJ8aP7mvfL+pw3qyVMzJnKlJwi4ec63PD7f/6ZdZ7Fy96Rh8pjun7eQpXsO0zFGXIfGdO9EmF5HcU09kSFidrOmsUn+/ytXiVKX8/t1Y3ueOJafdoog44Z3vpbf55ELm2dtWysNm/Z68+z4N1vEsdg8xgd3TRzGgm37eXHmFAZ0EqLmZ7//hVhTCPVNVl5bJLIZN40ZhEal4rZzh8oB4qNfLWFq366M7Jrm954tWbNwB8/f+oHPstmPfiWv86JUKggJM/DS3f6uUy2zOAAOm3iYvenvFzNkYi92rT+MVieua1+95f99fPqvRdz/r6vJ2p7H1/8RD6oX3jAarU7N7KWPsOwr0UurqrSOK+6axNM3vSeXmEFzdqfl//92xVuMmCrOg3+8d3y79pZB9K71h1m7cAeHdopMT+9hXVrtYfDuUyJz9P2cVQHXH9yZzwu3fcj51wrBvzcwOtNIuGWLcpCYd+RuALqaxMRAkrEHycbebK76im6msQAY1RHsr1uB3lMCllW3im6msdQ5yqi1i4lCpUJFd9N4vwBmdbl4yPZmbFySg2zzBmakPotW2dIVVIFOafQJRo4lp2EjJk1z0Jka0pcHuy/m28LHmZAgjmNJyWuY1McPTL3U2ksIU0cTo+vo+buYCK3/M8G72ddR72jOtnnL48qsIns6NfkRjCpRMp5tFr9js6OCZSVv0CVsOG5PUBihSWRWxoeYHcJdcUHRU6cVwAC8vuhhCj194opyyuk+qBOl+ZV8tEUYuSyYsxJjmAG7pxTzhkcv5oZzHvPbzyt3fcQLX99L1/5pAORlFRMSZiClS7zftkH+NwkK+4MECRIkSJAgQYIECfKHIpiJ+Z0509mSPyOBPrOeXdsne/W/zqikNMK0Osx2IUIO0+pYmJfFBQF7xfjO9+pUMdhd/qVMf2Rcbol+qYks2CayLteO7M/wLqnoNWpZ9F7T2ERBVS2XDRFi4ryKGnqnJGBzOjG3sIMORKe4KFlbA+Lc3vHcPby3cjNxJqE906pVZJdV+ehuXr36fKobLNw3T4ihw/Q6KsyNZJdVcX4/8V39mnWEiweKGejWNGYAc2bNYFiXVH7eeRCTp6zM5ZaYNXYwt44fAoDD5aKwqo65a7b5ZJLiw0NZ8shNaFRCz1DVYKG0zkxWcQV1TaKEZWKvLlQ3WjhaXc8/Z4qSTrVSicst+Rx7Wxk5tR+XzBrLwLFC2/bYNf9FpVbSfVA6L3/jq1+Q3BLjpjdbx25atpetK/czbLIQPQ8Y439eb1y6h6S0WC67YwIAX/9nuVyG1WeYKK+7/19XI7kl1i/ezTPzRFlO1vY8LA1W7pz0oryvuORIouJNPDZnFns3i9LCzcv2MmxKHzYsFtqoGx+9mPsvfIU3Fz3sM47EtBhe/+lB5r0qSgHHXjwQSZIIDTfSIaO5DKnv8C48+9kdLP5MGJ6MnzaI/z423ycr5S29ueUJUbZ83tUj+HneWm59agY3j35WfI5zZiFJEiX5lfLn81uxr245i4tf9Vt+sP5Xn38BipuEbqKbaTRDY65kT+1iAHpFTGJb9XcUWHZS0iSyjCNir/fTvwCMibuZc6Ivlf9+N/ta+kWKUkS3JLKKXo1OsrEXH+cKLcvAqGkcS6Utj5Gxze0QvBkli7MWo1pkSp1uGyql1u+1gdha/Q1DY64kRB3t+ftbxsff5rfdzZ3nyu+1sfIzeXnHEKEpM6rCZWOC7uHj5XVrK+YyOGYmm6tE9rJn+ATWlH9I7wjx21Rx+hUMhhAdyeniHA2LDKFzb1FqFxouslxp3ZJITo8nKV1kp5Z9uZG5W58NuK/SgiqsFnEdHXlBf56fNYeXvrv/tMcY5M9BMIj5A2FxNaL2OJlolf417EGCnC5ReiN7rmxbd/UmZwVGtXhA6GSagdVViV715xJb2pxO3liyDotNlD3YHE4uHSyCFW8Pk6e/W0H3pDi5tCuvoobL3vwUi83B49OEJu2SgT2IMBroEB3O5W9+CsDCB2+Q32d/kSgLySquoP/f3/QZg0GroWtiLIdKRLlHZmKMX1Dy444DdEuMw2y1yQ12b3n/Wy4a0MMv6Jck+GLjLhwuX43B1H5dZZOR+iarXIoGsGxPNg99/rPf5xMTGiIHMABrso5w35SRfLd1H8v3ZgPw1vUX88XGXfRIjkOnFtev3QWlpMZEyE5rJ8Oxovyp14zg7hdn8ujMt+Rgw7vNsdtuX32AURf2lwOIfiMzUap8CxImzRxGWUEV+YdEzymFQoHkCdgjYpt74+xaf4gO6b6aBp1By1Mf30bvoeI7WPjRr7KY/li8ZWTfvPMLXfqk+KyT3BJOh4tv3/mF2CTRqPbcSwfz1I3v4rA7CfP06ppy9Qj6Du/CC7d9SEKq0MDk7i9CoVTw2Y7nxJhjwvjxo1/ZuymHXkOEjjA1M4HUzETysooJ9xi1LP1iI3Edohh7ib+L45mmZ/gEWYD/ed4DsljfKzAfGXsDq8rfk/UkIJzDKqy5HKsLSTb0YGBUs6vdkYYtdAo9p81j8QrqvaVsaoUWm7sBaHb+8lJtK6SHaTwqhe937JZcSLhlkb1DsqJRnPieXWnLQ4GCREP3FsuOUGk7QozOt0eSog2FNIfr15JpGiX/Pb/w70RrU9hXt4y0EPE9R2mTyWvchlMSkw4q5ekHMamZ/q6Q0QnNgfGkK31Ljidf1XoJckJqtI+I/+UFD5z2+IL8eQgGMX8gPs+fw0GzmAUdGj2GsXGTidK2rc72dPDWX/+yO5tRPTuxcrd4OOmTlogpRM/h4kqq6oWjy8geaeg0f77TqrKukdziKpye2v/C8loSok0M7p7K/jxR+9s9LQGVQoHL7caob551+3HdPs4b2p3cYmHJnZkivrPlWw/RJ0Nc7OMiw3C7Jeo9TRs37y/A7nRxwfDjd3PeXL2GQksenUO7kREqxN2hatNxX9NeWF0VjEkW2oQNpffRL+ZRHG7zb/LevxVGrYZ+HZNkB6/BGeJhU5JggMcxLCLEILuEgXAdHNI5hUe/XCLb2KbHRfHKT2t4fHpgo43Fu4Vd8/f3X0tUqJHZyzaQ7NHTXDKoJxsOFzBrzjcAvHTleQztnIrN6SKrWLgfxoaFsCE7n+tHDcToCa60KhVfbtrFzKF95fdxulx8u3Uv7/1lOgeLRVDUYLXhcks4XC65UWZto5U+qQnszBcP8gkRYfRMjuere66S91VQVcuDn/oGNpcMEvqpqgaLnMXRqlUoUGB1OORryaacAqoaGhnXI+OE34HXgADgnPQOSJKEw+bk0C5hS5+zr4jlX28io1cHFnwgXMwmzxxGQXYpXfs1aw0P7sjDbnPSZ1gXWaj/xsOfc9cLV8h2yj99vIadaw8xeEKvVm2avfQYlM76Rbt57Jr/AjBu+iCS0+OI7xDF17OFjmbSzGEBX6vVa7nvFfFZTrpiKO8/t4DlX29izMXiwXL/llw6904hKS2G9Z6AC6DR3MRL8++lMFuYW6R0FtqAx9+/mawdeQBUFNVga7Jj9+h8FEoF6T07kLu/iBiPrf78/67AGKZn1AXNLpjnXTOCF+/8iNBwg+zspjO0LXtwurT2QB6ijjzOa/yzeArAITnkhpk2l4VdtT/RwdhbboApSS7sbgtZ9avQKUUA55bcuCUnEnDYLHRbMbo0onQpKFDQL1IY3XiDEi9OyU738HGsr5zH4OjL5W2OWvbQOaz5wdwlOVAq1BQ07uCVA5M5Fru7CYA9tYsZG+/rPDck+gq+KXyMGSnPecbVEYfbxu7an6lziPOg1l5ERuhQcfweEb+ERG7DZuINnQnz6HFGxd5AgWUn9fYyOhpFxkajNHBe0kMctQjNVluCLQCn24paqedQ3UIyw0UWy+G2oFSoUSk07K8V+qseETNwSlbUCj1ZdQsAiNP3QKsMReV5L4O6fVpKBPnf48/3tPknZX/9LnbWbpb/Xlm+iF8rljI0WghxpyROI0JzZi4EN70p0s7bc4p8lg/JTOXlm84nv7yGijrRSyYpykTXDrHHLV85m3C4HWjaMPM0+9u1/LhuHyGem/q9l45mTL8MzBYbOUUiOLn1ZSGQfvfhy/lyxU4AVmwTD6dPfbiEuEhxw5z32DVMeuBtn/2/dPuFjOjdiUUbRamEJIHL7aakqp7E6NaDErOjnlXli1lVvlhelqBPprupD30jziE9NBMIfMM/XSJ1PamyiuMcnvgW9fZszI484jl5YX+lrYwau/gcM0K7trBbbX9Wli9CqVAyMHJYmwK+4pp6n/O5wtzISz+uZkx3UaJzQX/fkiStWoVWrfIptosJC+HWcwczb+0O2RDDy96jZXLvmahQI3UWKw6X26ePx7AuqTx8gfitZ3jsmPcfLZPtiPUaNSa9jlEtRPGXDenN8z+sIj02Sg6+1h8uYMY5veidksBBT2bnH/OX0vjpQhQo5OzLsM6pdIgKp0OUeOitaWxiX1EZPR95zWfs3Y9xUTRbbXyzeS+Te2fSJaF59jQtNpIH5i3k1Z/FA2JUiIGnZkzweW1+ZQ23fvAdgfC6p61/4naKcsrZtf4Q42eIwPGR2deT2DEGt8vN6w+Kspp/PTCPK++bguSW2PyLmNW3Wx3c+/KVAAydJLJpRw4Uc895L3HvyyKgmHzVcM6/bpTPew+Z0Iv7Xr2K/KwSlnzR3KNKq9egUCp471chSP7izSVcdNMYSvIrSesmAty/XzmbK++bzITLhlBaIM7vb975xUfY7x0zQFOjKJu58IbRmGstfPnvpVzRoteMNwj0Bi8AVaW1PHH9O8y4VQTI46YNorSgitvGi4dem9WBSqXkL3+/mKh48X32G9WVgWO7s/SLjXKfmw4ZcTwy+wZ+/mStXK7mFVT/liQaujEz7RWsrgb21YlgsMCyEyUnviZEaJP5ufgl1lWIfktuyUWMLg13Cxey/MYdOCUHXU2j5OxGmCaG1w9ehCRJRHpE9CqFmg2Vn7K+4vg2z96yLK1S/HYGRk3jSONWBkXNYHu1OJ8NKhMSbjqG9OeyFu5kEiKg2l8n2iGMirvRp28MiBKwtJCBfFv4DwAuTP4HiYauGNURcgnc+grR88mkSWBhkbAjXlPxERqlgUzTKNnoYH3lp5wbfwcJhkx5/7X2YoqbDpDfKMoPwwOYCASiwnqARUeFccHaMnFMaaFjSDdN4pfiv8vbbSx/jbSwcfSLuo7sOjHpsa3ybWwuMz0jhavkkNi22FgHCeJPUNgfJEiQIEGCBAkSJEiQPxQKSWrNjPGM8ru86R8Vh9vO8wceodJW3uo2WqWWSQkXMzH+IpSK9o1NaxpEqvv/3v+Ri4b0xOwR7E4b2gu3JDHqr//12f7Dey9nQEayzzIJicUl3zEoSszSx+p87ah/a0qsokTllazH6BU+gOkdriFc03rpwi0vfcX2Q0dlfYEkwfiBXSirNrPviJjlSo2PpKCshqdumsLPnozKpv3NjUzTEkSmrGNCJKt35vjsf/yALuSVVsslZ14iwwwse+32Vse1tnIFXxZ80Or6zqEiS3Bvpr995elSZz9EvV0ch8NVT5ppBguODGVa+taT3tfPJd+wqESUHxhVIQyIHMqwmLGkGtu/F8Bz+x+m1FqESqGiV7gopxkeM57upj4BM1bl9Q1U1ItMY53FSoW5kYm9u8hlW63xxcZdXDxAlAN69TPL92aj8TSj9GZfqhosRIc227puyink6W9X8NYNFwH4CPoDjc27j2OzIm5JotFq9+kBU1BVS3So0adBaFuos1j5aWcWVw1vbiBZ09jExuwCuUcNwL6jZXRPjjulTGyD1Y5GrZR1M6fDjjUHiesQhUarJipeZNvUAZqAAjQ12Pz6rrRk1/rD9BnWmY1L98i1/t4+LpJbknU3eVnFaLRqWdAMYK61yPoVbymqxWzFFHl8C1unw8W+Lbn0PCcdtaZ53JuW7WXIxF7HeeXJYTFbaWoU13NvI8KzkV01P5Fo6CZ3u/dSay+hypYHQEZY4NK9Y7G6zOhVYSfeEJHJOdmscLW9kDB1HBqljkqbKM80qiLQKPVU2QtJ0IssSLk1mzh9BhZXvWyFfLxxePU43oxPS45a9hKhTSRUfSJNYuDeMpW2PNlGekj0TPSq0BPsB46YV7KyxPe+MqXD6zQ6y1hT+oLP8pHxj6BTRcj21ZG6dPLMq+gW4W+UECRIKwS8qQSDmD8A3x39lF/K/UW1gbip0z30jxzSru//7hLR88Cg1TC2dzqHikQZSnF1PcO7daS8roGQFhqQPmn+oj6A+3fcIDfwSjWmMyJmPEOiR6M6g6VDgZCQ+NfBJwHIaxT6HoPKyIwOoufJkOhRfq+pqG3gcGEFFk9zuKMVtfROT6RLSixTH3wXAKtdlCyEh+r55B/XABAXGcrb36/nqokDKKqsA6BnpwRW78jhiQ8W0+QRjP/n/y6lT3oSI+7wFXVPHtyN526Z2uqxbKr6lXn57wRcF6mN5tqOIgDqEtY94DanQ5llPTU2UarjlhxolSbqHTkMiH3ipPf16sEn5O+iJV6dz8XJV9IppMtpjdfsFB2qH90dOCiM0cUxNXEG50SNPK33CRIkSJD/BX4uvIvSpp1yoHdDl9UsLXqIo40bfLaL0/dkXNIz6FUiUP40eypOycrUlLcASDD0I0iQExAMYv5o5DYIPcXrh56W3XGOpV+EqAufEH8BUbpYws6AqNvmEA/n36zfw6vf/8rkAeLB8vlrp7DpUAHndEnhsEckrFYqyUgMPBv0t9230+B5kPQSqY1mUsLFAAyLHuNXD3wmWF2+hPlHP251/YDIoVzV8WZ0ymbnpP15pXTrGM9ny7YDMLRHR+xOFxW1DZRUiWOaMaaPPMvupaCshvV785h5brOA1mJzsHpHNl1T42QTBIfLRXxkGEdKRCamR1rbMlXbatbz0ZHZfsvj9Uk83O05tG209TwVjtR/g/en7JacGNTx6FSRROtP7oZkcTXyt923yc3XAqFUqPhHj5dOK4O3o0YE4x8ceTPgeo1SQ9ewXtyS8X9A++uI3t23mSmpmWwpF1nAGRm9eHXHGv6927+h5ILzr2NftRDtmrR67lq9gOGJQqR+Rec+3LvmR7/X5F3/SLuON8gfG5dN6Cwkdw22WnFOq41eYwYJp+Vzn+3VhouR3JW4bOt8litUqRhivsfROAcAR8N/ANCE3ISjsTkLrA17ELv5Ffl9JFcxLtsqn32p9JPRR77bLsfnxfsI403+PfHqQp76P6EVySuswmjUEhcdxpc/iganESYDE0d155Hnv+Plf0wPtMsgbSSvYRVpoWMpahTX1uSQIYBEnb2AcK24XjU4SgjVJGJ11eKUhObL4qwgRB2Hwy0MgSK0ab/H8IP8sQgGMX8k7G47/zzwNwAqbKUBt7kg6TImJ1zyWw7rtHhq3wNU2sp+72G0iY4hGTyQKTIKxysnqDZbiAoztrr+TLOjZlPAh/K0kM78X9enzvj7W53CHavSuoMYw0CUqNCqTq4spbVjABGcA4yOnUSk9vTsm78q/AiANRX+Hdjj9Uncm/nYGZkE8PL3jUsZk9SJ8iZRAnZN1/7k1FVxoKacC9JEpszqcqJXqfm1+AjXLfvK5/UrLhFd3OdmbefjLBFMG9WiTO3HC64nI/zPZW8d5PTwBhDWak8PE4UeQ7QQmis1PXDZVuGyrUWlE5lnlW4Mkrsel20Jkkv8rhWqRFS6kdhq75WDG43xWhTqLigUGvBYC6u0o3HZN4Ik3AnVhktBoaaxxLf8yxC7GqU6rV2P87vFwlzk1XeXB1w//bz+PHDzuTzxquipdOPlw9i+t4C9B4uZMla46Q3u175jChIkSLsTMIgJCvuDBAkSJEiQIEGCBAnyhyJosXyW8s3RjwNmYLwlLjNT/8LwmHG/9bBOC73KX5B4NqJAQYw2HkUbDBJ+zywM8JvriVpid9dxoOZdzzi0hGu7EKbtdIJX+XOgfnfA5T3D+3Nx8pWnNca2vA/AzNSbzmgW5mhDHVM7dmXl0Rx6RAl73CqrhYqmRjqENot69SpxSU4OMXFXHyFUdrjdKFFg1IjSwKeHTGTF0WyKGuoZnSw+72AWJsixqHRjAdCG/RUUesCNUiOMJiRXCY6Gd3DZ1+NofA8AY/xOQAWIbQHcjv2odOPRRbyF0yKsoBWqRBTKSCR3FXjE5m7nAZSanjibhM08Cj3Wqiv8xmSv+yv66C/a9TgvmSzKV6trG/nwK18txhUXDuTuG8exdXc+TR4948HcMv71nii1W/qrMGB569mZ9OvRoV3HFSRIkDNPMIj5f/bOOzCqKvvjn+mT3iuE9NB77x1BiqgI9r7qoqvrrmVdXd11V117X8vPithBEQVFQHrvJdRAQhrpvU9m5vfHnZlkMiWTZCYEfJ9/krnvvndvJm/e3HPPOd/TBdlfupPtRRts2pUyFbfELwaacmGaY8TokXog7kJrR1UF4KY4kWg9opMSqs/XZvPscdv8AXPo0viwaZ1SRNQtXMB6PCV1R0ivWGZ5PSD04XZd51jFIZs2GTKuiL623XNrSWF9nt1Qxp5+Ipwkydf9wgfN0RuNRPv4cXufYQSoRa7V5tx0/NVaBoXa1mW4e8P3pJVbK9WV1guVwP+OmUlOlcjD+uXcKY/O+2Jgf14uQVov4gMdqws64te8vfQNiOPT9DUA3Bw3gxdPfMXR8nSrfiNDevPsgD/wTaZ4Lo8PG8CR8rPMiBzOx+k/A7A0wzZM8X9D/8zpqhx8lV78O1Xk4Q0OSmZW1EiePbbUpv/6ya/YtFU1CEPh/QN7GNO9B0Mio1ErWt+8MBpKxS8yJUrtLGFgGEUOgkwRhTbkS/R1a5BrxgJgaNiLQjMJpddcGmuEoaHyXQzIaaxdhtGUz6BQJqBvOIhSe5mlTSZTmwyeSQDo635FG/I1AI01IixS6b3Q7jzf2LuTAWERDI8WipY+qrbl8ZkfgQY7ofF1poKfcd1DCPATn7t/v24rkrPrQLpDI+bJzeuJCxD31tiYHvQMdl4EVUJCovOQjJguRlF9Pl9mfmDTrlFo+UPCX5cJzNQAACAASURBVCyLrpbsLN7EuvyfWND9Znr59/f0NNuFVqG12y7v5KhGnWn3sCXDgsWX+UVjwADyC2i0Bmn64qeKA0Amk5NWtpRo32l4K11Pvs+uyaBcV2rTPiBwGFFe7tsZPVZuaygBFlEJTxPrZ5snNCu2p52egnWm/BdHdJUk/mUnUllzNo3Xps8C2r4AdQefHD7AytMnCNRqGRQhlBGHR3VjWFQ3BoZHorUj2ZxdI3I+nj/+hVX79Mih3BJ/GQ8ftC5Ge10PUUgyt04Ylmerc6nTi539qRFDAYj3iWJS+CDqDTo0pgK6e0pO8OrJb62udX/K1azI3mrVplWoeWfYX+z+fTtzswCx2H9j7060SiXDo8RnY1xMD8bHxNI7NNzmSSCTi4W3yucP4qfvn2yurdA2VY83GyAASm/rDQSl1wKr13KVECppPqZCYS2r33Qt+8aLmSVHDlBUU4PCZI30C49gTDfxdw2PEtdUOTHaGkzCM59+u9Pm2PHT5zl1Np+UhAjUJhGVNUvvx8dbzdOvreLJP892OjeAPedzWHLkoOV1uLcP42NE0vqEHnFM6BFHkPbiiDJoC40GA0q5lHEg0bWR7lAJCQkJCQkJCQkJiYsKyRPTRag3iIJj7599hTp9rdUxX6U/f0x62Gnhv0Tfnqw+v5y30/5rCTW7qvuNHVZ0cieOcmLcXZyzNXQGnd325pLKFw8XzhNTrcuiX8ifAajXFyOTKTlfvZHEANfDwI6WH7DbPj1ynlvmaCa14qBNW4x3PCkOPJsSjjmUL3L1ntm+id25Qi76uhUiZOizeQsI0HTu58hbJbweZXV1bDwnwsDMP1UKBYPChWdwbEwsM+IT6RMaTjdvERK0bvLLfJ6xjmtjpwBQqashvfq8zRhqhYq8uhImhA0EYFfxMZJ8u1HWUEVpgwjti9AKz4fZCyPagrkhdhqNRr0l1NdLoeb+lKvYWSxqLOXXlTI8uBc9vK2LlZrZnp1p9bqusZEtWRkAbMnK4DkgzNuHSbEiP2p2YgoTY+O7cGCxNeY8ML0pHOxQfh6H8vN4Z/9ufEz/28mxCdzYbyCjusXYnP/e0i0Or30qvYDn3/mVD1+8yRJ25uPdNm9hS+9iQU01y08eA2D5yWPIZTKGRXVjTpLwrF7Vsw++6s73SLqL81WVvLRzK9uyM/lk7tUA9AqRQugkuiaSEdMFMGJkSYaoen++NtvSbjZA7kt6jHCt/QKSZsI0kTyY8hRvnH6Gg2W7AZFrcHnU1UwOn9nmqsOeQOMgJ8adRsy+UlFz42RFKpMjZhGltQ1JMhfcbImjcDcJ+/irk6nVizyTSOU4iusPtSmUDOBo+X6btl7+/Yl1YrAvPSdCfXJqMrk5frHd/3FzahqrOFWZatNuzoFqK5sL17K7eDMzo0S16X4BQ9p1nYuNE8WFvL5nBz+fOW1z7HCBuA9u+GEZn1/RuYaMs/wQnV7PnvM5gAgLem33dj6ZcxUFsgwA3jsj6u2Y81qu7D6eWVEj+WbMPwnRCKGH9OrzeCu06I0GwjUiLPDq7hPwVXmzt+QkvkrxXOvtH2sz/lNHPiazxjoXq0JXw197LSS/rimMckuhY9GJbVmZDo+ZKayp5tvjRwH49vhRLk9M4X8z57Z6XnOKCiooKapC66UiI60AgMEjE/Dz9+Jkag6V5WJzLaVvNP4B3jQ0NLJz00kAevbtRuqhTCbPFKHMsjbk6mnshPuZqdaJZ/VPaSf5Ke0kn81bYAnlMrNwrgjn+/rHfcTHhDJmWAKffy++A8ePSOK5v4kyBH+6zVoI57H7Zro2v1byjwxGI7tzsy0G/Wu7t7P0igX0CbVvlHZFsirKeffAHkDcPw16PQCLvhd5TR/NuZKhkba5exISFxrJiOkC/JT7LYfL9lq1RWq7cW/y3wAIVAW7dJ0gdQgPpDzBG6eeAUQy84qcL9hTspVFPW4H6HDV847gSEnLnQaWWYFqV/EWdhZvYlTIRIvClY/SF3Dmibn04po9iVLuhZ88zvI6VOv6Yt6cB5NZk25zzFnto32lO9hV3LTz+urJf3FP4sMk+KY4POdw+T70Rr1VW4g6zK44RmsU1J3nu+yl6I2NvH9GJGHPjV7ods9RV8G8MHtn/242nLP9X7XkaGE+t/74HUuvuMayi+5pXElyN9M7NIzBkVEEaITXYmGP1hUe430cbyBNCBvg9NyPRzrOXbKXxN+SopoaTpYUtdqvJYp25DLodHrW/nSQQ3szOHdWGDH3/HUm02cP5NV/ryTjjGi7+8HLmLNgGKVFVTzzmHW+z/Cx4vvFz9/1Z6nShU0sjULJXYOHMaZ7D5tjEaHC2Nyy/CGLt+WPN00AIPVUk1dNo7Ze7rQsTOwIezlVzvBSqSxKgl0Z82f7k8MHWHP2tMUT1pzyehEhctPKZbw36wobA1JC4kIjGTEXmJ3Fm/g17wertjifJP6Y+DDepkV3WwhUBXN/yuMAvHryaUoaCsmpzeTVk6Lw4YSwGczttvCChE45MmIUptSsmsYqtArvDnlmTleesPxuxMiO4o0cKReVmm+MvZu+AYPtemLkMjkqeecsuroyOkMD6/J/ItlPSLHG+SSilLn/fTEb7cZmdW8TfUU4RpJvL7vn1Opr+C57qU3b22n/ZXHSo1bXaM6B0l02bVMjZrfrPvsm6xP0xkarua/M/ZpqfRXzu13v7NSLgrpG8betOHWcJUcOcqyooM3XOJB/nnvX/MiHs4WnSuFhBT1FK/9Hs5Fzx8Ch/HnEaDSKi+drb1v2OZf7XtlTKOz9adgoEgJd2/hqjkol3qcFN42hokyomKnVSvR6A+lpTd6kd1/5hR4JYXTvYRuq7O2jafO4rhhcW26+k3BvH6d97N1mfVOcRzC4givz81WruX2A2MS5e8iINhvwOZUiJPFUSTGTPBgKWFBTzfcnj7HsRCqnS4pbP8FEjU7HHau+560Zc5iRkOSh2UlItB0psV9CQkJCQkJCQkJC4qLi4tmSugQ5UXGELzM/tGrr5d+fPyQ8iFre9h0tM+bws/tTHueVk/+kQldm2TXeVLiGI+X7uCH2rk5PanboiZGJ2/DTjP+hlmu4Nf6+dhVxzK/LpaSh0Ka9qrESgPfOvMxdiX+h0dBo06czPFMVujIA/FW2crtdBaVcxc/nv2P1+eUAqOQq4nyS6ec/mEFBIvwqWN3xJM8Dpryt5vTxF0XrMqrT7J6ztWid5T1sToOhnnfPvAjAgylPEe3VlPxboSvjROVRq/5+qgBGhUxs03z3lwr51pMtrmVmff4qy+duUrhrsfZdieNFhXxz/CjfmRKWzWEk7WXjuXSe2bYRgCfHebYob2s75Qt6iefco6PHe3QenuDXdPufhZbMTEjm1WmXd2isujodMXGhLPtsuyWcbOT4FGZfPYwnX1hERYXIiYlLCEOn09uty1KQVw5AVDfXa/a44qhrzQvjSVSt3F/jYmL532Vz8de0/zu7pE68t7f99B3xgUHc0n8w1/QW921HZMsLa6pZczaNVWkid2l3brbdsDFXaNDrWbzmR14z3Wdzkh1LxEtIdBaSEXMByKrJAOCD9NcwmGL1hwaJ6tw3xf3RbVXYQ9Rh3Jv0N1499S8rxbOShiLeOv2cZbF1RbfrOqXyu9lYsW0XY8+JXshrp/7F/519hTvihepVW0K8DrXIKzJjFkWYF72Inn79OFBmG16k7IRQshdP/AMAAwbifJJI8etDT79+gMiB6grIkKGUq9AZRC0dnUHH6cpjnK48xoocUVNjYODwdhuaAJWNFZypOmHT/mPu1+2et/n+/r+zr/D33s+jkosv/l3Fmy2fMcv4unL+cvC2do/liO9N70+cTxJxPl075KK0rpafTAubb44d5UihbSHQjvLRISHaMDgiirnJ9kME3cHFosLVVuoaG13KQ9IolDw1vuOGokIuQ61R4hfgxZMvLAKgqLCC/NwyBo9M4GSqEEjYtC6VabMH8tjiJTbXeOv5VQA888aNLo97IWtduUJrYac9/AM6ZMBAk0IbQHpZKf/c8hsv7RK1hG4fMIQ/DB6Gn9r5GI0GA4cL8tiUmQHAhnNnOVKQT/tMFsdjPLB2leW1ZMhIXGgkI6aTKazP550zLwBQrxe7nRPCprMg5hYAiwynu4j2iuGO+AcsYxqMBkDE828oEIo86dWn+UPCgx73EDj6MlDKxW0Y4x3HDbF383H6m5b53pP4kMteqcNle2zaNHIt9yYJgQSzB8FoZydK0QmRlWaJ6by6HA6X7bUScwjVRDA6ZGKnFV90hlquthgxzTF788p1ZeiN+nYbMftLdljuQzO+Sj+Lx8x6LuJ/763wdunacpmCan0VAaZCfzuKN7Zrju3BbCwdLT/Q5YwYc67LuowzrDh5nI2Z6TQaDK2c5R6e2LSeKXGJHkv093DKzQVjY2Y6NTr7IiTN8VWrWXHqODPixT2XGNT2fBiAqO7BRHUPZuYV9gU6Bo9IsPr5yQ8P8OGb6wD45tOtPPbsAibN6NeusbsynXF72RMPqGoQz+A39u5kydGD3D14OAC3DhCFRo8U5LMvLxeAXbnZ7MnNtqi5eRKzJ+fP61YToNUwPibO42NKSDhCMmI6kdKGYt46/SyVunJL26yoq7g86mqPjtvLvz/zokXtDvNuenMyqtN46eST3Jf8GOGajidCOqK1cDKAIUGjyK3NYk3eCgD+l/Y8f0x6pNVwr6L6fM7VnLVpnxA+wyb8yYDt4q0zJKidGWNF9fmkVhy0qFy525htC47ei/kmlbfJ4Zd3SHxhV4l1XYdAVTCP93mBhw/ZVqkfHjwOgGtN6nqucqziECA2DcwMDhoJwO3x91vazOGHTx39s801+gYM5p7Eh9o0bleiXt/I5swMVqWdYm36GQCqdbbGaVuJ8BGCI9G+fnTz9yfC29dSsTxIq8VLpUItV1gS6oO9vPBWqSivr7PsJssvVcvDjdiTsrZHcW0Nz+/YwvM7xOcqPjCIGfFJzEoUSmEDI6I89jS540/TrH5einTGvepMZhpEDSTz//d/+3ZT26jrtE0IRzQaDPzp11VsuOF2y+dfQqKzkRL7JSQkJCQkJCQkJCQuKiRPTCdxruYsH519nZKGIssu+4KYm5kQNqNTxp8aMRuA01XHSC23rV4uvETP8bdezwK0S965NRzlxLSU8J0dvYDsWiEtmlp+gLdPP8/ipEeAppCsluwo3mRnPAWTwi6zabcbTtYpOUG2Y5jbpkbMZlbUVRfUA2NGgf33wlzUsSNemOyaDLJa1Ia5otu1qOXurauwNm+l1WuVXGXxJF2q1Dbq2JyZwWrTDv669DNu8byASBy/Z8hwkoJC2l2N/A+rf+BMaQkA0+ITmZmQzPiYWJTtqGlyqdOg17M+40yr/UZ1i6G4tsZKLje9rJT3DuzhPVPxwihfP2YmJDMvpReDIzznaZdoP9o2yH5XNtS7fXxftZpEkyx3YlAwSUHBJAYFExsgwnIjfXyRycS9tdVUfHVzVgZZFeXkVVVJnhiJC4ZkxLgRg9FAtSmuv6A+j+yaDI6YKpKfqkzFiBGFTMFNcfcAMCRoNAajHiNgNIU4GY3m3AOjZbFtsBwzWJL0jIjfjc1yXJq/NvcRCjJGSz7D1PDZnKg4aql10ZzShmJ+zReLv86sedEyeV+GjFviFgPwwoknSK8+xf/SRI7MvcmP2oSWGTGyu9g6RAnE+2svz+dChZPZW/ybw/fmRi/y+Piu0pZq221lQ8EvVq/jfJIYGjzG6r7tKOnVp0lrIRwwJXw2weowt43RFSitq+W3DBFCuSY9jc2ZGZbcF1cwJyPHBQRyuMB5Yn9ScDCDOrgAjvEPsBTY+/rYEb4+doRArZbZSSI5eFHv/gwIj+jQGO1hTdppInzFpk2PgEBkwM3fLye1wFTccdhwJsbF4afW4K8V71m4tw8apRK9wcDuHPE3jY6xLcTYXjacO2vJiXDGU+MmkxQUzDsH9vDWXqGgZ662buZ8VSUfH97Px4f308M/AICrevVlYa++RPv5u23OEu2nrQU1WyJDqPR5q1T4m0I2/TQa/NUa/DVaArXiOzPCx4dIHz8ifHyJNN3zUT5+hHq7lnM4KCLK8hy4b9jIDs1ZQsIdSEaMm6hurOLxI4ttKoO3RG/U80n62wCWn12JPSXbAKFY5m6vQMtkbjP2iil6mRK5/5DwIC+ffJL06lMAvJv2In9MetRq5/5I+X7KdCU215jsQOrW3oK5I94FV+mMMdyBp7xBFboy9pXuAJo8UItibkOGzK0KOqtyl1m9jtR247IuIJjgTn44dZy/rv/FaVy8Ui4nyteP2IBA4gKEMR8fGERCYDA9g0MsC9jsygrGLfk/j8/5xSmXoTfNd8Wp44CI9f/8qMhf+vzoIQaGR3L3EJHAPCsxxeN+yY3p6ZwsLmZ7VhYAnx06yKJ+/blxwEBLnzd37eS9vXsYHBXFw2NFjtbEj5qk8f85eQrgXiPm62P2pbzNTOwRB0DvUGGY3z9sFHOSUgB4bMNadpmMxZZkVoh8zNd2b+eNPTuYHBvPXaaE8ZHR3d0xdYl2YM4fc4U1191Cdz9/FDK5xYspeTMlfq9IRoyb8FH6kuCbwunK4xd6KpZFqJfCG1+lP34qf3yVYsFifr2/ZCcF9edtzjXX4ajSVeCnCnDrvIx2PCCARQ7XHtFeMSyMuZ2l594FIK3qBO+feYl7kh62GD8b8n+2OS/Zrzcx3vEuz03eCelhst95Ctq6/B8tHsBZUVcB0N07zq1jHK84bFXLRSVXcVv8n5zeYxcjcQFBXJ6YYkmyj/DxJdzHhyhfP7qbjJMIH98ulUAvl8l4edosAKp1OtbaqYFyqCCPxb/8CMCA8AiemTSd/mGe885sPpfBJwcPMCAiEoDbBw8hJTQUo9HIY+vWAk0LTL2hydT++/iJBGg15FdXu3U++dVVAGzKdC6tvHio7S54gikc6KsrF/HW3p28uns7gN16Lub29RlnWW/y5o3p3oN/jJ1kMYxa49MjBxjbPRaApHYqoklYo5DJWq3jEubl06HaMRISlxK/71WVhISEhISEhISEhMRFh+SJcSODA0e61ROjUYg4Vj+l8KSYfwIm70oAfko/wOxhCcBX6YefqY+zPI9Y7wTeO/Oyw+MVjeVu98Q02Kk9ArQqnzwyZDynTLvru0u2crIylY/T37LUVEmrsn3Pp4bPcXg9e2FdjkLd3EnX2RPvXMp1pQBsLVoPiDyY6RHz3DqGOefrh5wvrdqv7HYD0V4xbh2rKzAwIpI3Zsy+0NNoMwqTZ+jVabOY++1S0stKHfY9XJDPlcu+4JmJ01jUp79H5hMfFMQDo0ajM4W5BWm11DU2UlpbywszhChIpK8va9LSeHrKVHZli7CzCF9fFHIZQ/39OV1iG8raXr49ngrgdDd+SGS009AvGfCnYaMsSfz3/7rKUhHeGduzM5n77VL+NnoCdw4a2mr/1/fs4KnNvwEir+qyhGQuN4W0DQyPbPX83xMGo5Gcygpi/J1/p8rlcvR65yHpGqXn8zclJC4WJCPGjQwOGsny7KUAdhPnVXI14ZpIwjTiAR+oDiZQFSSMEZXJODEZKr5K/zZVq28r/QKGEOuTCMC5alsVHKUDJbGOoDPYqqrIZXKX/s6FPUSF9YzqMxTUn+dw2V5OVx6z6dfNS8Sl9w0Y5PBa9lTSWstlkmg/P5//DgCdQYe30pdb4u51e37QlkIR+pNTK5RzRoVMBGB82HS3jiPhHnzVat6bdQXzl33utKBjo8HAYxvX0jNE1HrqqLhAS24aOIgfThxHYcopeOTXNXyzcBFxgUEczBPhtgqZnHtHjGT1qVPEBIjn9JCoKLr5+3Pg/HmSg0PcMhcj8O0J57kwAA+PGufS9cbFiFCvVYtu4o+//MjBfNvw4ZY0Ggz8Z9tGdAbxPPzjkBEO+3opVYAwjjLKy6wU0eIDg7imV1+u6zvgd61cVa8X64A7V61gS9Y57hg4lMfHimeTvVBPhUxGa+Uq1XLJiJGQMCMZMW7EV+nPaNPi6WDZHhJ9U+jtPwCAOJ9korTdu1Ry92WR8wF4345Hxp6qV0ex54lpzQvTst/N8Yt55eRTGIwGavU1Nv1cqXhvz0Nlz+iU6Dg5tZlsL9oACIP19vj7CdWEu3WMCl0ZP+Z+Y3nd238A1/W4w61jSLiflOAQHhg+mue2b3baz2A08vHhAwC8Pt39EsGXJ6eQZvKmHLuvqRDquB6xVv1mp6TYnDs4yn3z2ZmTxbnyMqd9xsfEMrpb2zyLUb5+fHPlIv6y/md+On3SpXNe2rkVgMsSkiy5Ni3xcqKolV5Wygs7t/LWvl08Ono8ALf0H9ymeV8K/H3jOgC2ZImSAR8e2kdetVAwfX36bJuEfIWTHDbzEVUbRAAkJC51JCPGzSwyVRY3/zTv8HdGHZK20i9AfKlEabtzvk6o2ZiT4c3qYO6kRm+bBOuo7osjYr0TmB4xjzV5K2yORWm7W6qyO0Mj19i01Rvq2jQPCddYnr3EEup1dbeb6OnX1+1jfJv1KXV6sSPc3SuWO+IfcKtktsFg5LkfhCH24/4TzB/ehzEpsUzo1SQcceXLSzidV2xz7vIHbwSgZ3QYhzPz2HDsDN2CxG5+bGgQhzPPc9ukYV0qAb8zuWPgUL49LrwPaaWOw7L25+V6bA4qhYLeYRdefvtTk6HmjIdHjW/XtdUKBW/OmEO4txCC+OjQPqf9zeFsXx07wt/HTLTbR+HChlyNTsfxosI2zvbS4KND+1l+ItWmfVWaUNps0Bt4Z+ZcK0PG2Sanug21ZCQkfi90HbeAhISEhISEhISEhISEC0imvYfZWijcyXtKtzE+dDrDgsdcEK+MuY7Ke2deZnjQWCaFz7Ts+lzR7VreO/MyRoxMjbjcY3OoabT1xHgrfNp8nT7+A+16YoYFj3WpxonWjpfJXmiaRMfYVbyF05XHLfV6JoZf5vYx9pZs52DZbqK8RKLz4qRHLYIY7uK7PUct9VjWPX4HZ/JL2HjsrJUnZkBsFDmlFQDU1Iuo9hkDkokMFMIbOr2eDzfs5pYJQ0kvEMnsS7ce4M4pw9EbDMgv4hARg9HIqjQRpjQ0MrpNBRSVcjlPjJ0EwK0/feewX4GbpYy7GlkV5fxqR3K6ObMSkztUDFQGPDluEiBCwd7et6vVc04UFzk8Jpc7f9Ze3bMP9wwZ4bacofZSrWvgYH4eCYGi+ry/RoOXUuVR7+eOnCye3b7JaZ+16Wk8sHYVb86YY5mLwsl7KiX0S0jYIhkxHkZpSlo/V32Gc9VnWH1+OfO6iersQ4NGd9o8lmd9BkB2TQbZNRkcKNvFLXH3AtA3YDD/6PsS9YZ6unvFOrtMh6hurLRp8zGpq7mKESPf53xu99ja/JUMCBSqOpHabg6v4WUnhE1v1NNgEh5Q2wk3k3CdqkaxmP8+ZyljQ6dwVfebPDJOaUMx32R9THevWO5NfgwA3zbeT66Qmp3PTeOHiOtrNfx86CRLtxwgMULkCswe3JtzhWUW48XMr4dPozblDdwwbhDT+yeTVVzOU8uECMHn911LTEggr/+8jYfmTHD7vDuLJzevZ6mpYKWPSs2r02YxIyHJ5fMnxQpjMCko2GFImbni+KXKR4f2O6znYq5T85iDsK728PCocVTrGviklRA2jRPjurVwsnExcRfcgAFxT358aD/rMmwFbNzBF6mH+SL1cLvOXZV2im5+my0he85KxEi1YSQkbJGMGA/TssheSUMhn6S/BcC2ovVc2+MOwjXuT1ZtzomKIxws223VllGdxgsnHgfglrjF9A3wfNJlmc5WTrWti87dxVvIqLa/Y1mnr+X9M68A8HCvfzvM63FkOJWbCn2GaTxXXO/3QFF9ASCM9AUxt3hsnD0lWwnTRHJv8t/a5dFzlZSoMN5fLz4/j8ydwB2ThpOWV8zswb0B+O8PG9h71n6F9FyTd2bVgRMs3WK9YLzhra8sv1+sRsyqtFMWAwbErvc9v6zkPxOncX3fAW261m0DhvD4pnV2j5l30S9FKhvq+eb4EYfH7xo8DIAercjztpUnx00mrbSEraakc3vE+DsWeLmYsriemTSN3V+Kz2hFva1K5oXkm+NHuWewUIFzZMgC+KulzTUJiZZIRoyHUTupFH668jj/Tn2oE2djjTmE6r0zL3ND7N2MDGlf0qgr6I2Ndj0xAS6qoNXrReL9ytyvnfYrrM8D4PNz73FnwoN2+/gr7Y9Zbgq5k4yYjhHnk2T101PMiLyCqRGz7Upmu5NrRvbnWHY+ALP++zGhft6MSIrBHI1y5Yh+PDJvIjOe/RCAJ6+eynvrdhHm78vtk8QCdECPKP42bxIAf/vyZwD+e90sj87b05yvquSxjb/atBuMRv6+cS3VOqFG+IdBw1y63lW9+vD8zi12F5nX9O7Xscl2Yb5IPUy1A5npKF8/7h3aulhJe5DLZLwybRbTvvgYsL+4n5vc0yNjdzYRPr58NncBAHqjgbjAIPxU6laVvkZ/+j7nq2y/t5pzfd8BPDvJPVLuzuqV+WskI0ZCoiVSYr+EhISEhISEhISExEWF5InxMEqZ5wpWugsjRgrqWy+E1hGK6gssUrvNMRf+bI2f80TSb4WuqY5CuFaE4Q0OHGmT6H+obC+bCtbYTSZXyVWWULPmCf0lDbYSuRJdG097YQCUCjn/XjgDwPKzOb2ihTzvg5eLIoTRQQFU1+v44NqZeGtsP/96g5PA94sAc8jLA2tXOw3NeWabSGyu1un48/DW8/+8lCruHDSMV3Zts2pPCQ5hbtKl4RFojlkswlleyuNjJ5qKSnqGcG8fnhw3GYCH1v9iaZ/YIw6AwW4uLnohGRjh2neNmbzqqla9MO5G7yyczMOeGPPnWm8wSLVoJC4aJCPmAjIvehHTI+d5fJyTlUd56/RzNu1BapF0eXPcBQTMAwAAIABJREFUYpJ8e3l0DkX1+XbbI7XdWz03pzaTjQW/WLXJZXJujL0bgG5ePdhRvNHKwAH4Ifcrevr3s5vkH6wOtVzbTH6d52pRSFz6zBnS2/L7Dw/d7LDfE1dO6dA45fV1HC7IIyEwmACNSHj3VnlWbak5ZlWr3bn284Ba8tru7TTo9TziQqX5xUNGUFEvQkc3ZWbQJzScJ8ZOvCQXVStOHQdwuFCe2COOOZ1gvC3oJWo3nSkt4ZvjR+kTGs5r0z2nUnmxsPd8TqePaTZs7eFJI6bRYOA2kzpgamEBj4wez7V9+ntsPAkJdyEZMb9jzIt7TxswALm1WXbbo7wcq4gBNBp1LMn4n6VoqJk5UdcQ75NseT09Yi7Lsz+z6qMzNPBl5gf8OeVJACv55VBT3ktzIyavzvUvrYK68zQaG4n2alv1bAmJAO+OKW35a7T8a8sGp8Uh3c1be3fx1t7WJXkd8b99u0gJDmF+Sm+n/ZpLLj8xtt3DdXn0RqNTiWMflZrn3JRn4SqPjh7Po6M9lxd5seHJAqstMXtBnBoxas8p9P1rywa2NBN4+NuGX/nl7Glenirk8UO83F/8WkLCHUg5MRKdQnNjwUyENhpfpfOaEj/lfmtjAA0IHMa0yLlWbWNCJ+Ot9LU5/2zVKXYXb2F38Rar9nBNJOEtQtmya86RXeNYqac524p/I736tEt9JSTciQxY7KFkb0/hpVSRXVFxoafRZfjp9AnSy0pJL7NVbAR4bMyENtXbcZXKhnoqG7qWOldXZd/5zjNi6vWN1Osbnfbx12g84o356tgRPjt60KZ947l0Zn61hJlfLWFHjv1NSAmJC41kxEhISEhISEhISEhIXFRI4WQSnUK6ndouPf0cy6amVZ0A4Lf81Vbtsd4J3BJ3r1VoGIgClRPCpvPL+e9trrXq/DIAhgWPsSSCR3rZ5uKUNBQCQjzAvxXp58Nle7m+x11O+0hIeIorUnrjo1LROzQcgGCtV5vyYtLLSpn8+Ucuj3ffsJE8NLL1nBaJ1tEbjby2Z4fdYyOixXPphn4D3T7uPzatt+y4j4juzl9HjmVkdOs5ib836hqFRyS1qKDTxqxv1Lfa5829O61+dgaFNdUA3PjDtzwyejx3Dx7eaWNLSLiC5ImR8DhluhKLgdCcPv72i+HV6mv4LONdPst416JoFq6NIlwbxd1JDzusvTM2dCpymRx5i0rSpQ3FlDYUc6C0qeBnjHccMd5xdq9ztvqUw78luyaD7JoMiuoLCNO2Te1GQsJdKGQyLktIpod/AD38A/BVq9uU2L/sRKoHZ2eLwWhka9Y5DEaj04J+vweWn0h1GEZ2qqSIUyVFvLprG6V1tW4b89Xd261ChnbnZrPo+6+55+eV5FRWkFMphfqZ2XM+mz3ns53mpzQnq6Ki1VCw1nAlnOxCojcaeW77Zh7d8Kv0GZboUkieGAmPc6z8kE2bn9Kf3naMGCNGPs34n5XRE6aJ4P7kxy3nOSJQFURf/0EAHCnfb3N8T8lWhgWPASBCEw0ID06DwTpG/Fj5IQYFjrA7xv5SsQumkqtdLtQpIdGVMBiNfHfyWKeO+dGh/fxn20biAsRn5o5BQ7mmVz+0yt/PV1CDXuy2v+7ACwNQVieU2d7Yu5OlRw/xzwlTmJfcMeGVZSdSHY75y9nTbMxMB+DeoSO5Z/DwS1IJri1szbLN33TGlqwMpn7+MY+bBClmJSY7P8EO5sKwzlgy92oAJvSI48aVy9iadY5xMbEALJ23oM1jmjFfyxW+PnaEUFOS/8MuqA06oqExB7XSuaiPhIQrSJ4YCQkJCQkJCQkJCYmLit/PNpjEBeNI+T6btmHBY5HLbHf8VuZ8RWp5U/G3CG009yU/RoAqyKWxxoROMY1p64k5U3XS8rs55CzJtxfHKqw9RUcrDmAw6m3mZ8TIPpMnJkQdZpOXI3HpUanLxEcZjdyUS1WvL6Ow7hBaRRBqeQAAZyp+oG/QrSjlQgJVLlNTUn8cP1UP8mvFfdjdZzxg5GzlaoLUSQBUNZ4nQBWPvzq2U/+mrVnnOr2I36zEZD44uJeMclHL6R+b1vPq7u3cOXAotwwYAoCPqusXBu4IHx8W94KroVsldbXc/+sq7v91lSenZckBeXnXNlaePsEr02bRPyzCo2N2Zba46JUwMyA8gqOFBfzxl5UATI6N57nJM4j0sVXLdERVg67VPqHeTTLHQVovAI4Vdjxv52Rxkct9fVQqYvwDOjxmafVy8itet2rz0wp573rdGQCSIr5HqQjt8FgSlzaSESPhMczFJ49VHLa0mY2H8WHTbPrvLdnGuvyfAOjhnQDAH5MewVfp5/KY5hA1H6Uv1Y1VVscajToMRoNVzkwv//42RkylrpzUikP0Dxhi1Z5eddoS5tY3YJDLc5K4eCmtT+PHc9dYtQ0OvR8ZCip0Qnb0eNnnHC/7nCT/+QBkV2/GXx1HvN9MKnWi9lBdYxGZ1b+RX7OXSdGvAtCgL6deUQZ0rhHz9fEjnToeQDc/f5bMW8A1330FiIKdJbW1vLBzKx8cFJsc9w0byU39Bl2S4UyldbVO68J0FU6XFLPwu6/Ze/s9gKhX83uipLaW421M6O8XFkG/sAi+SBXfcxvOpTP9i094esJUruzpvC6SmSoXZK/DvH0svwdpxYZJiSlvKq+6qk1GEzSFLpqT950RrPXikdHjmZfcC283bDZEBNxPXvmLVm3xYZ8AUFy1FACFwrWNS4nfN5IRI+ExdhZvBsDQrFDlsCCRkxLWrEZLZs1ZAL7I/D8A+gcM4db4+wCRs9IWFCbvyaDAkWwrWm91LN4nxSbpv3/AEL7LXmpznTV5K2yMmF0lmy2/B6lC2jQviYuXHr5TyawS95LG9MUqlynYmf+0pY9CpiE5QMSsh3kNwmjUU68vw0sh7hOFXMOo8H+QXrmKbXlPANBgqCTRfx5hWlslqkNlR0j0jQcgreos0dooAtViB7TR2MiB0sOMDhlBVq0wkmK9XSu6WlJby6/pZ9r8Hnx38jjldfWMiO7GqG5irOaLKldICQ7h7cvmAHDTymWYU4PNC7Gnt25k6dHD/HeyKPI44hJSznpt9w4q6q0Xqkq5eBZF+fqRVVFu97z5Kb15bfrlHR7/8U3r+PyobW5iS8K9fXh64tTfnfFiZlv2OdqTsv7IqPH8ckbUDSupq6WyoZ4H161mz/lsAP41fopT47yqwXlOjFwmI9jL1hNj5khBPpHxbTNiThTbiu044oPZ8xkSGd2m6zujpPob1MoYML3bBmMd2SV/x99rKsG+1wIg49LbzJBwP5IRI+ERjBjZUbzRqk0hU3BZ1Hyrtry6HN5JEzsyOoOOKRGXM7/b9R0O1RoRPM5ixJgNlyu6XWvTL1QTQbxPsk3hynPVZ9hetAEQhTQbDA3sK21Kjg1UB3dofhIXD2YDBqBeL1SlorxHMyjkXkAYMEaMBGlSANhT+DxFdUcZHvYovqooABqN9eiNdZQ3ZNBgaArlqmm0XUgcLDvMa6fe4v7kxQDk1RVgBP566DGrfu+e+YDpESJ88ua46136W749cRSdvnU515bkVlbw2dGDVgpXvUJCmRQbz4z4JJcXOOZE5Bv6DWSpnUX12bISrl3xDQAPjRx70RX1tMeJ4iKW2ikm+PSEqYDYuXdkxLgLpcxx+qtGIZYBD44Yw839B7llp/1iZWNmRrvOC9Rq+cvIsQA8sWmdpd3snTlXXsb7l893GDLZmhJdsJcXimbqgyHNDBqA/Xm5TI9PbNOcj7oQitY7NAzArQYMgK9mLPXe6SgVTZuBRmMjtQ2pGIzCMxToPc+tY0pcmkiJ/RISEhISEhISEhISFxWSJ0bCI+wr2UFRfb5V22WR8wnXRFleF9Sf583Tz1okjm+Nv4+hQaPdMn6Cbwp9AwZzqvIoC2NuAyDOJ8lu3zGhk208MQDLs5cAEOXVneyac9Tr6yzH/JQdT26U6Pp4K8O4JmE9KnlTqEZezW7q9eXITKGLMb5TOFvxI40GsZs6OfoNSuqPk1m1gb2FwsuYFDAff1UsMT6TiPOdAUB+3X4S/ebajNlg0GEwGtlYuAWAA6WHGBM6iqu7Cy/m8uwVlr43xtp6F+1hDpH56lj78mGu7Nmbg/l5VvVNThQXcaK4iHf377Ek+17Xpz839huEv8Z5GOhjYyay8Vw62XaS3M01KF7YuZUGg4E/D3fPM+FC8eTm9ehb1NW4pf9gru8r8vc2nEv3+BwUcsf7leaE8XuG/L4LGeqNRn7LONvu8xf2FsWbX9+zwybPZFt2JjevXMYX86+xeL6aU1pXZ9PWnHBv61CxKF/r1/vzcts83yOF+a32mZnQdrloV1DI/SioeIuE8C8AOFsgPMm9o7eiN4j3Tm+oQCF3XFJBQgIkI0bCAxiMBlafX27VFuXVnRmRTe7h4oZC3jz1LN4KH+5LFmEyUVr3xsDfk/iQTSK/PYYHj2P1+eWUNhRbtTcYRJzya6eehhbhbW3N1QGoauxcRaiLia5aOi1U29+mLdJb1BDqHXiDpa1f8O1WfSK8hhHhNYzhYQ9btQeo4zEiiujJZHL81XE211fKFEwOn0CUl8gbO1B6iCTfBEoarAskxnh3b/XeNmOuA+GoyGJrdPPz54mxk7hx5TKOF9mGwJnDoV7YuZX3Duzl6QlTuCLFcVKzj0rF4qEj+fvGtU7HfX33dib3iGdgxMVZWPab40fZnZtt1TYpNp5/jJvUqfNQyiUlxdbYnZvdoQKjalPOy+0Dh/D8ji02x/fl5fLob7/azXFqbdwIH+v8s0hfa7GbQwV5NOj1ljm4wpGC1o2YybEJLl+vLTQ0iudRWc1Kq/byml8I87/bI2NKXJpIRszvGL2x7bHxrrCrZDOF9XmW1xqFltvi/4RCprQYBm+ceoY+AQO5uvvNqOWeSyJ1ZZGnkCmYE30Nn2W8a/e4wWhbuVlnbL04WXOyajLIrc1q0zldDWOXNTVsWZn7NSAEGKK8uhOpjcbXTqFU8/3YmchMUbxR3vY9DCq5ihp9DWEaIS/6WO+HqNBV4qu03n1Vy1VUN9YA4KP0trlOc5Ycsc3JaCshXt58NncB85Z9Dog8GXuU19fxwNrVFNaIud05aKjdflf17MNLO7daEvvtYUTk8VxsRkxxrfjbn9m2ydI2KEJ4od+ZOdeS1N9ZKFw0dn/PrDlr641vDzf2G8gbe3ZS22grm7zi1HHmJPcEYFpcUw6Ls88AQEQL5bEoH2sjpq6xkf15uRbRjdYoq6sjvazEaZ9Qb2/6h3tGalujSqZf91TL6+jAfwBgxDNrEolLF8mIuYCszP3asti6EDQaW9embyvVjVX8mCP+JnNy/s1xiy1eFrPBcmfCA8R4x7t9/PYyIng8u4u3AnCy8mir/ev0ru/Y5dZm8U7a83aNgPN1Ypf2T/tvsDnWETKq09x+TU8ZvYDFO+Fqu/NrGQnTiC/fzQW/kl0rdv28TUZAuCaSYHUoGrnWooxnjwu1d90voA/9A/o6PB6g8uf5E68wPHhoq8YLCC/J+oy2K5LZI9Tbm49mi7C2q5Z/SY3O8TPkue1iAT89PpHYgECb41qlkkV9+vPO/t1OxzQbQ57EHI4TFxBEsJdXK71b5x+bhBhEeb0IE0oMCubjOVcC4KXs/MR5ncHxZ/fi2ZrwLO1R7bOHn1rDxB5x/OLAKHpzr6g11tyIya+ustvXTEv55BBvb7RKpaXGD4iQNVeNmH15ua3+3yf2iMeoF+qHZaV34eVzGzK8kCvEs1WlHubSWPYwGuvIr3jTYrxISLQXaXtGQkJCQkJCQkJCQuKiQvLEeBhP7l53lEZDY+ud2siy7E+pbBRhJnO7LQJgQIBtOElX8sKYuSVOSNq+cOIJynTOXe0tRQuc8U3Wx5b35GKm0ej++8WMwWh/X9BeKF9ryJAxOmQSAKNDJnGy8ihr8lZwuvI4ABmNaWRUp7V6HaXswkjNtiYv7qXQclfC7YwNHeXS9T4+fMDh+wtC9nhrG6qU9woRsqt/HTmWf2/d6LCfOZl9fcZZbh84xG6fiT3iWvXEhLexHk1b+fTIAZ7a/BsgcnX+M3G6y0UK7bHi1HFWnzlleR3jH8DSeQtsant0Jjp92z9HvycOF+Q7DI/0VqmcehztMTMx2aEn5lC+CLUurKm21FoqaMUTE97CEyMD4gICOVFcZGnblJnOX00yz62x93xOq32mxSWi0wkZ9MaGg1Q2PGAaXCwbw6Jcf2a0pE53isKK96lrEM9kjSoRUCCXeRMZIMaRydqedyrx+0MyYjyM3snCb170IqZHel4L/WTlUd46/ZxNe1vzOpxxtPwAAHtLtgNCiWx6hK3yUlfGTyUUlv6Y9AhvpT1Hpc5x7Ybc2myHx1pyT+LDfH7ufQ6W2S7WQtRiQfhwr//go2xbsTJP8dTRByhpKLJpb0sIXVsxODD2dYaOhzz29OtHT79+lnv068yPWjVSAUI14R0e2xMEq4MJVNmGZ9mjqqGBb47bVyQz1wP5y4gxbTJizNw6YAjfnzzO0VZUjqp1jp8zQyKjLWpN9Xr7z8qkYM/VZKrWNfDKru3NXut4cN1qzpQV89DIcW2+3vmqSotBBEIQ4av5C4lqkYjd2TQ4qQ2k6uT8nK7I9yeP2W0P8/ZheFQ3K6PUFabGJSCXyZxuHpyvqrIYMXmtGDHRdu6fhMBgKyPmSEE++dVVNvkz9tienen0uEahZGKPOJSyJqEAuSICtXocau20Vq/fGj4aIY5SWScEEKKDngKguOoLdHohHKJWXjrFbiU8h2TEeBhP7l53lEY3LBABShqK+Pzce5bX0yLmMCf6Grdc+0IQ7RXDgylP8uHZ1wHIqbV94GfVpmPE6FJRTq3CizsSHmBfqVgsLc/6jMrGCjQKLXcnPgTQZQwYZ+gM9a13aieO8rPqDc6lR9tCv4DBAMT0epqXTz5lo0Znxqw8NzJkgtvGdicBKtdlRz9PPeSwGvhdg0RMe8tdXldRyGQ8MHwUf1j9g9N+zhZVaoWC4dHdABwaUtPj2lbEry0sOXLQkrfSnLf27iLHtDP/wuTLnFZbN6M3Gnlg7WrK6+ssRstX8xfSze/Cy8Q2OMmJaYui1aVGo0F4qFaePmH3+K0DBnO6xP5zwhl+ag09/APIKC9z2CfUlHtV19hIWSsSy1F+doyYoCCr10ZgXfoZbug30Om1KhvqW914mNAjFm+Vivq6pvfFoM8HmRcyWcc9imU1P1m9rm0QSf4aZRzV9WKzTy73QikPsTlXQqI5khHjYWoaHe+waBQXLrxAhowRweM7fB2doYH/O/uqRT54VtRVXB51dYeve6EJ00TycK9/A7Am7wfW5f+ErpmSVb2+joK680RoXa9kPDRoDAB9/QeztWg9CT4pRHl1/d0mhUzJiOBxpPj189gYDS0MJIVMyciQ8cyJcr8xHKAK4spuN/BR+hs2x2J9Ermux50ARGq7uX3szqRBr+ejQ/vtHuvhH8A9Q8RuaFFt+xPnp8YlEh8Y5FS6eWgr1b5nJ6UA9o2YEdHdifaAEWBOiP7g4D6Hfb4/KUJdzldV8f6sK1qtffPa7u3szs2mu58/X8xfCGCpn3OhceTlAlDJf79GzKbMDKBJTa45vmo1N/YbaOVZawvJwSF2jZjkYLEwN9/XZnlyZ3Tztf0M9AwOtWn7Me1kq0bMlqxzNnWLWjIzUXwmNVohBx0cvoWSggl4+d6OQt5xxbI6nbVny2AUtWFkMqXl90Z9qWTESLSK5EeWkJCQkJCQkJCQkLiokDwxHqZlgcNAVRATw2cCMCZ00gWYEST79WZu9ELifVI6fK1vsj4htzaL62P/AGBJqL4UUJgSGC+PupqxoVP4rWA1u4tFDG+9oQ65rH07mFqFF9Mi5rhtnu4mwbcnMYY4APr4D2JQ4HCLPLGnMNIk9jA4cASjQifhZ6eui7vo4z8QuUxhycWJ90lhWuQcuyIUFyvfHj/qULr1PxOnoVV2/PEvl8m4dcBgu7vVI6KFlzExyHlOy6LeoqDo2rNn+O1ck+S1VqnkibGTOjxHe3yRKhKW7e3At2RnThZXf/clS+ZebTe3Za1JmvetvTtJCgpm6RXX2EjiXmiqHYQUwu87nMxRLgzAnQOHEqDRtvvaSUEhlnujOYuHjLR6nVXp3BPjr9Hgq7atpdYvzNYjsjs325Jf4+geXN+KlLRGoeSy+CQAjAYxt5qq91BrxqJU9nR6rqtEBvyF/PJXLa+91MJ7JEOOl9pzHn+JSw/JiPEwASoRtzo2dCqDAoeT4tfX5Srb7iJIFcKEsOkADAse4xbjxUzfgEEMDhpJH3/nLuyLHXMI0pXdRO0VvbHRYuR4CqMRZM1Sbu59bhlvP7aANdtPEBsl7qte8RG8tOQ3rpo6kEBfEZ74ytINPL34cuSy9lU6Mau0dSYh6jAe6fWfThtPo9ByS9xiSzhgN68enTa2p9GZkrjfdqD6NT+lNxN6xLltvIW9+/Hegb1AUwFMofLlWgKw+T79cM6VrDl72hKadllCEgmB7k/q1+n1vG+ar6ucLinm2hXf8NPCGwGR82C+1j82rQOgT1g4n81bQPAFVCFzRLUTda3fqxFTVldn18gI1ArD5c5B7a+DAtg1eKfGJdgo37UWTuYoJDEuMMhi3Jjz3gxGIytMYZD3DBluc47eaGRDZrrT8abExTcZTaaNurqapQAU5nbDP/hDADTamU6v4wqRAQ8DUFm70dRiQK2MBUAhv7BiGBIXB5IR42HGh3VcyaOjhGujuCbmVo9ce1DgCI9ct6vjaQMG4Kl3V7Nmu3XC6cibXgHg6qnCaOwZF8GaHSdYvu4QU0YkA6DVqDh4MgeNSkHfxCiPz/NiZUiQaxLFFxtfHhNqZPYkY6N8/Xh6wlS3juelVPHOZUKJ8M/rVuOnVvOvCVNJCW5bPLsMmJmQ7Na5NSejvIxD+edZm3GmVTUoe5wrL2OLKW/nclPOgEqhYMm8BQBE+fpajJuuRrmTxHGvdnrkWsuraI88emfy9fEjdnOF/jRMPBfseT/aQu/QMKvXQyOjeX36bJt+GWWOk/8BYv3tKxHKgP4mb8yOnCxL+5fHDgNw95DhNrIz27MzKal1rjJ5Vc8+lt/ra1faHHeH8QIGIgMfIcL/XtNrKbNBon1IRoxEl2HWu58S6uPNzN4pXDtEhJgo3Cz/mVZUzA1LvmVMvNh5XzxuJMlhXTN58F/3XG5jxJi5fb74ot128CwVVXX4emtYt6spWfKnzULtZddnf/H8RCW6DFUNDby2Z7tNu3kx88q0Wa0mqLeHgRGRAGy44Xa3X7ujfJkqFnVfmH66itmj0js0jL5h4QyP6s7UuASbfm011i4ExXWOw+bMUtttRW9wbqToWjl+ITEYjXx25KBNe0JgMLf0H+yWMYZHdWPZVdcCUNFQz4SYOJR2vs/SSp2rn8UHBjk8NtIUstnciDlnEhPYnJnBxBYe15/STjq8llnueXJs0z2u9b4egMqyhy1tDfUidFStmeJ03s4wGnUYjXXU6YQnTKtKxmCsprDyI9QKsfEW5LOg3deX+P0gmb8SEhISEhISEhISEhcVkifGjaxcdYDLpomkNI1GxW8bjzNsSBwA/v5NcdK1tSJ+ddees4wemYRGY/tvSD2eQ9/eTRKvqcdy6NunG0aTC1/WIt/h5Kk8YroH4e3d9l3WM2cLCA7yISjIh117RGJtQ0Mj48e6L3fGVXady2ZazyTrZBA3khQawsJB/Xhv+x4ADuXk8dt9trvHpwqLSbnAHhqZDBZMG0RNnbhfVm89xoi+PegRFYy/j/g/v7hE7IrV1DVw/3UTAdh7LJOHb5lCdFjXkHd1xq8/HeLdV9dQVVnHg4+LkKRZV9jfCS0rr6GwqJIzZ0UxtIOHM1kwfxhJiU1FKWtqG/D2sg4D0en0qFRNcf+VVXX4+miRySAjUxSLi+thK1eq1xs4m1FIcqJ1Am19QyMatZL6BhGKolYpkcmgukbIRPuYPoNGoxgLoKi4koQ46/AST/D2vl12w0XuM4XIjO4W4/E5eJoGvZ7jxYWkFhYAsC3LeeE+50FPoiBl3zBxD/UJDadvaDj9wsKdFqisaqzDR6lBhgy9KWyqTq+jvKEWuUxmyfNJryqiX2A3fJQXLsystlHnNITIW9W+sKnGVsLFdE5q01xo1mecJdtOuOWT4ybZ9Za0l2FRrcu0p5U6L7zrzNM3yvx53rPD5tj7B/ZYPDE1ppyoVU48MQt69QWw+/f7B39AbfXHBIZ843SurqLTF5Jf/gZ6g/gfaFW90BvK8dWMIb/8ZQD8vCZLEssSrSIZMR2gpUHxw48HmHv5IMvxz77YztjRIsb78y93MHVKHyIjAmjUi4f/+x9tIiU5khtufQ97PHCvSMafP28IOefL+O6HfZSWCg31A4fsf3FvWPOo1eufVh9k2ff7yMkVD8rvv76fBl0jx0/ksvIn4U4PC/Nj9MhExo5OJuOcWNQpFbYPsjfeXsv3K63rTjz79AJGj0zkjbfXius3O/7s08IdPHqkKFZXUVePv9bxl7n5i/+aQf1QtDBiiqpFOESQl9ZpiJlZhcfHSTzzhKR4/m+HSOy9YZitIMHmMxnc9dUK5vbrBcB/585we1hbW2j+VmjUSgzNwjRWvHInLy35jaunDWRvqrgnrpwygKWr9vLwLVM9ZQt2iNRDWXzy7gYADu3LcOmcA4cyefDRLwEICxWLy7deuRG1SkF+QQUR4ULJ7Krr3qKuzjaJ+c2Xb6B/XxF6sfTLHcy6rD8B/t78ul6E3c27fBDBQT6oTAaJeczTZ/JJTowgL18k3wb4e2EwGnn3/zYwcIBYQPzzGVHscfhQoa724jOiRsgTT3/Hth2nrebxnyevIiVZGEXhYe5VX8uprLBbF2Z8TCwPjhjj1rE6g2qdjuNFBRwtLLAU5ztaWECmBWgqAAAgAElEQVRaabGlSKErmJ8liUHB9A0Lp29oBH1M+Qp9w8LbpUC1Kf8kfz+wzKrt+SELKamv4vnU1dwYL97vpenbuSF+NI/0vbzNYzjifFWlRVkuyAURgZWnTjitHO/fzjye1v4HZoGJrsgSO6FklyemMCk2vlPnUa1r4HxVpdM+PUNsN1jMDDHVYNIqlZbaR2a2ZWdyuCCfAeER/Ggq5umo8K1cJrNbX0bfmCGOy0NRyCPR1W+jruZrAPyCbOtsuYpc7g2AUi4+h436AkBOVd02NCqxXjAYaqVYIYlWkYyYDrDuNyHP+OwLTdVnp8x8warPzHkvW36vrmngrjsmWqq8e2lVrFi5n2f+dTWjRogP7h8Wf8wH79zG5q2nLIt/oxGmTe7Dz78c5tCRLJxx+EgWA/qLxdWPqw7yy9ojPHDvNBITxE6jr68Go1HN2NHJ/LpOLOBmTu+Hj4+GpV/uoMq0cyyTyzhx8jy9ejYlhvv7e9kYSc2Pga0R1ZwnVq3FzxSP/8DE0YT7uSZDWt/YyPWfigenRqnkpfmz6Blu/8H+zK8bAVh2MNWlaz+/bjPPr9ts99gPR4TKS++IMG4fdWGkdw0GA4tmDAHgybtmsnFvGh+u2IFSKTwLMpnos/94FiGBIqZ5wpBEMs+X8sXPe7nh8o4p7HSUxkYDGWliAXp4/zl+W3OUU8dz23ydZ19s+owVFokv/UU3vwPAZdP68dhDImF2/Jhkrpg9mPWbxP8uMjyArJwSvLRq6uqFcRMfF8q3y/fQv193vvh6JwBffL2T11+8nsrKOp54+jursd/7cKPl97tum8i1C0cyaICtmpmfb9Ni2GjExoABYdh8/tFdbf77XeGfW36zSVTu5ufP6zNmt1upztOU19dZPCpmY+Wo6XVGeanTxberLOoj8uuenTS9w9dqzsN9Z/Fi6s881k/IpavlSgLU3tyeNIHyBrHpsnTc3ZyqyHPruP/asoFfzop7y1+jIcY/gGhff8J9xOffbJSYVa/WpKc5vZ5ZjauttGrEdNGcmONFhWzJyrBqC9Bo+deE9ud4tJdjRYUOj3kpRa5SUpBjb4RZWW5c91jWZdgqrb28ayufzr2aT+0Ybc2ZHp9EdztFZQ0GsflpNJRSV7scjfd86mpXAB0zYsBIXNgHqBRiXVLbcByl3Bw5IDZ+FfKuJVMu0TWRjJgOMG1KH8tPmUzGXfd+wpBBQh4wPNyfL77eyd9MiytzWBnA+g3C+KmqqmfUiES+WraLx59abjluNoQ+eOc2S7+9+9NJiA/j5edFouCnS7cyoH8M2TlCjnTqpD74+oovrwZTmMuy7/fy5is34OfnZbUjv+63Y1aG1+atJ+nXtzs1NfVMnypcyt7eaj77cjtXzh3CMNMOc05uKVdc84bFAzV1ch/uvXsqSqWcnFwxD/Nx8zEApVJspyjlcr49eBTA8tMeg154y/GbDny6ez/Pzplh99iTM8UX0X9mT0cuk6E3Grn9C7EoLamu4fEZkxgVZx1ScyK/kEWffM1VA8X/8+/TJ6LqIrKjf7puAt7aJq/SpGFJTBqWZNXn0dumUVuvw0vTlKB74+wLa7yYWfb5Dj56e32Hr/PGSzdwJDWb0rJq8vLE4kyrVTF9al/KypqSlr20ajZuPcn8OcLwe//jTQw2GRzf/SCqs6edKaB/v+6cOHmeVd/92XRsP8HBPvTv150NPwtD/JvvdhPg782wIXEUFws1K41WyT33L6GuTse82U1eV4DsHPGF39ho4K+PfeXwb3nnA+GF+s+TV3XsTWnG2vQzNnKxvmo1H8+5qktI/hbV1FgZKOL3fLshPa0R7OVFn9BwizflVEkxG885l431BC+m/gzAc0fFs/TVYdfTaDCQX1tOvK+YW06Newyx5sxOSuFkifCYp5eVklpYYDEE20NEO2vatJrYr++aRsybe3fatD0xdqIlsb0zcfZ/GxAuPLauhLddlpBk14jZlJnB8zu2cKzI+f1x5yAHm3RGESJbWf4YKvVwGuo24Rf4YqvzaY1GfQF5ZS/QPfi/AGSXNG1+RgSIZ3KAtztU0CQudSRnnYSEhISEhISEhITERYXkiekA5lyY737Yx5v/EwXPTptCZ8z830ebgCZPzNHUbDKzhKRiWKgfQwbH8tWyXfy4XOw+PP7P5bz+0vUsfuAzoqOEPryXl5ovv9lJ/34xZGWLc/UGIzm5pZYwtMefWsatN41j8KBYzpwVuy7e3moUCjm1dQ2s/OkAILwn06b0YfzYFK66Vng87l88jaFD4vjhx/1WggFXzhvKgYPnLJ6YO26dwMMPzqK8QiSJvvrGGr79bjfXLRzFHbdOALAcNx8DuG6hSCpuHtLy5S0LGRpjnfQ4+70lnC4s5uAj9+GtbvIq1DToLN6ZQC+tQy8MYFOFXCGT8cxsUatn2tsf8+Tq9fy6+FarPh/s2EuwtxcLB4uwE7MXZke6yDHpGRFGsLcXdbUNnDomQqGCQnw5cTSblD7RxCaEW12voaGRc2fE/yC5t4hZ3rwulT6mHIrQcNdzIZp7YZzR3AtzKaLVKBkzMomMc4Vs2iKSU/v37c7d933Ko3+1zjcIDvLhl7WiVoq3l4rsnBIGDejBFXOEYMBHn24hNiaEcaOTee+DjQAEBHijVCj4+5PL2bnHcUXrxIRwPnj7Nl567Wd277Xe/T9l+uyfyyzitReu57dNx/j3f3+06nPf3VNZcKX7vGTmhN2ntvxmaTPv3L4zc16nyf+a8x+yKys4XVJs43UpqKl2+Vrm50RsQCB9QsNMXhfxGesdGmZTifylXVs73RMT7RXI7sufQiNXUtog/rb82gq2VZ3mpoQx5NUKb+HG/BPMjxni1rHnJvdidpKonP7zmdO8sWeHxTPTHvrbqfzuCq2Fi3W1xP7TJeK70xyKByKMCuCa3hemSnyqEw/J8OjWRQHMTItPRCmX2w3x+3/2zjKwqbMNw1esqbepuwGlFHdKcZfBsDHYhsw3Zsx9Y872zd0dxsbYxmA4DBgy3N1LqdBSb9r49+NN0oakSoHCzvWnzbGc2Dnv8z7Pc9+fVGF6a6NbZDSdqxAgMBpFKaLZlIXZlIVBvwX/oIUut60LBaULKDccRiF39sAJ83v4go8v8d9BCmIagFEjOhAa4ktqSjOefFY0e06/bxCZWQX8YW1037DxKN1TmuLj485I62Dq869X249xLk+Uq+j1Ro6fcKyTPXI0m3KdgZjoAPZZB9HXj+3Cw0/MYcQwcaxbp/bi6+//QaGQU1Aoymu8vdR4WVWsbL0tX3/3D48/PIy/1xxAoRCDhZOnclm0dDfPPD6Cv9eKBkCLBbbtOMn4MRWuv8FBPigUcntj9a1Te/HF12uYOL6bfZltvW0dVAQxFxMLUKY3OAQ/NqL8Ra3tsORE2kY6mj9mFBaz4UQas6eMJy6gQo9/b2Y2t88Rtb+R/r78NOV68tMLUbuL45eWlCOXy1EoFTxz/ywAtmyouDn2GSRuinc9MoQJg950eM5n3xhPj37J/BeYMCWVCVNSnZaP7P0aAOVlVTuJV0aj8eLEyRwOHc2mWVNrmYVSzusvX0fb1hXlgXkFpdxxSx+27xKmhG1bR/PVd/8AUFgogu+CwjLSM/JJToqwB98/zN6Au7uKV18cS571txgU6MNX361l+JC2hIVWKL2ZLRbyC7WEh4llr84Yy5IVe/G2/taiowKQycQkx8fvTgIgOSmCPfvS7WWXDcXMjaKfy2ZsKQNe7yuC/J7RsQ36XOdjAW6aP5c9OdkOjuG1xUOpIjEwkJZBFcpgyUHBJAWKUqz6+pdcCtoHVLy3Gjcv+98kP3F9aeEnJi/6hrVw3rkBsAV6w5smMrRJM+bs38Mr61cDQhChtrQNDbMrs9kwWSx8t1vct1oEhVSpaGeqQZ2sNqIDl5IPt20CKr6jwZ5evN6v6gmxS8HO7Mwq1/WKjqv1cTTuHvSPa8LS4859eDUxvXNKlevcPa8DoFz7k/1/s+mMdW39/XR8PQcil3tToqtQVZPLvTGb625CK/HfRgpiGoDss0UsWrKbrp0TyC8Qs3KhIb7s2p1GXKxoQJ+/cAcxMYHExgRx4qQIUvQ6oz1rsm37SUBkRT76zLGHoGmTUHJyimmeGEZRkWi8338wA5lMxuw54iLg4enGc09dS4DGi/3Wxun8Sr0CeXnivHLPlWA0mjh+IocO7eIAGDywFYMGtCIkxJfYGDFzu2dvOidP5uLt7Y7WKh077YEf+OLjm+1ytafT82ieGI5Wq2PaAz8A2Nfb1l0qZMDgT74lu7j6i+DCfYfszf+VGfTxt1Xuc+JcPh+s3cjtLdsx99f1ACz6bZt9/dKtM+z/f//p34wc3wX/ADGwmfGwc2/EqiV7/jNBTENx4mQOFmDstR1598NlANw6pRcLF+/E20tNYjNhtqjx98LbW00vqzz4mYx8MjLz8fV1Z/9B8bsY1L8lXTsnoNMb7dmU4ydz8PPzQC6TERRYIa1rMlswmx0H5nPnbeGOW3oz9Y6vANi9Nx2LxWJX9kvt1pTUlGYYjWamTf/BYd+nHr2mwd6TDelpToZ9M3r1Y6xVKvViIwPubN+ZyQvmVbtdsKdXpYyKCFCSg0KI99c0WsGBKwm5TMYNLdvQVBMAwMQ/fsFUi2DSV63m3QHOqmlnS0t4cd1qAKa2aV9lEFNdY3+snz+jEi9OAFcfjuXnsfBIhXGwDHh7wJDL2i9WUF7O0TzXRpfebm525bHaMjG5dZ2CmH5WU8tu1ciuWyxi4kftMRyLpRy1+zAUygufHPF0a4+nW0UQ5KFqgULuj8lcANi+V1K3g0TNSN8SCQkJCQkJCQkJCYkrCikT0wD8s/4QY0d14o8FOxg6qI19eVZ2hX+F2WyhtFRkNGweLzdP7slLr/1JcLAvGo3QTU+ID2HyDal8/Pkqe3+KTAZyuQyLBV6zSs2+YfWikFtLwlRKBS+9+ifv/G8iLZLEDI5cLuPt95eS2DSU72dtAGDyjd3ZfyCDW6b0ZOabiwBRAhYTLTIwamtvxfYdp3jj1fGoVAp75mXSDd1576PlhFtLa3R6I5Nv7I5SqWDSDcIXwbbetq4qJn5XtWlWTepkVbFs2lQ8KpWg/LpzH2n5BdxqlUf286heSvSDtUK1Jk+r5cE+qU6eNls2HCGlt/COWfLHDsxmM8+/OcFhG08vNft3n6ZTd1Fr/fz/rmfDmoP87/k/KLeanI68rku9Xt9/mfhKRpHT7hAKdHK5jJHDHUsa7r2rv8PjyAgNLz83Bnd3lZMvi9pNSZ9eoregV49El1mBidd1dZBOBrh+nPj8/vzlfqBCXtzm4aTRiCxct84JLP3zYftzlesMqJQNo3pXatDzyKqlDkaOj3XrwZTW9S/xqA+9YuIYENfErozULTKalMhoOoSF2/tYAj08L+k5/VfpEiF8kCa3bs83u539girTPCCIDwdfQ7y/xmldZd8Slbzq7+v5qlm+ajU3txH9P3e074xXIyoHfGX9Gofs1H2dutGzDuVaF4NtWRlVGrH2j2tSZ9PNXjFxxPn5c7KwoMZtlXI5T6X2rnE7mUz8dkuLXrX+fRlfzccAqD2urdP5OWKhuPwfPN3EeMnDrTW5xV8S4nsvZfo99mUSEjUhBTENwJhrO7Fw0U50OiP9+ogUuk5n5MTJHLp2FinboYPFj9VoNFFSIoKZ5BYRPPPESD75YhVdOontzGYz6zcewc/PA3f3iptAXr4Wo9HEow8OBWD12oMYjSZ6dBdlMz7e7va+GttY7N3/TeTPhTs5lXaO6feK2t/uKRXyvJZKF/X0M/ksWb4Ho0E0Y771+vV4ejoO4vv3TaZ/X9dlULblVa0/n/o29leHx3k3TZ3RyKfrN/Pp+uobG13h5ebGI/16OCwLi9BQavXRee7N62mWFE5xkaMTdkiYH937JNkfl2n16MoNvP/tbajU4udme48l6oebW9WXLbWLdZV/R+dTU1BxfgBTGVvwYsMWvFS13r0BxReeXbPS3gcD8GT3XtzZvnM1e1w8nuvZlzs7iOeuqkFY4tIxrWMXfty3y8lsUuPuwd0dRAB+S9sOVQ6Sbf4yQLVmube27WjfNjUqhsEJzZyEVRoD69PTWHXquP1xz+hYpjcC89dNGVV7vg1vkljn48llMqZ17Mpjq5bWuO3dHbrYyw+rw2IWn69C2RSTtcn/woIXgc5wnONnb8RbLfplvd1TySp8ixDfe8kp/hKAEN9puKuaX/BzSVzdNL4rzhXIjp2n6Nu7BX5+HhRZB7XvfrgMhUJO88Qwh22zzxbZZ3IBmjYJ4Z47+9sb8AGm3elsujXj6WsJDfEjMkLMnBUWarl1Si+ioyouRFMnOQ66PT3VTBjftcrzHjFM+FwUF5djsViYelMPu6fL1YBtZv39saIPYUiLZtVuf+tPwk/mn2OnmNihjdP66Dhng83zlcZ6DXTsR/DwdKPfUOdjSUjUl3kH9/Hbof3IEAEEYJ8BvxzE+PoR4+tX84aNiJMlQnTk74xnUco98FCK6+rQqPf5+bijf8/gqHeI9HQMEHec+5rWmhswWXT8nfkcABnaij45H5XIhl8XX3XG+WIR7OnFmObJ/LxfzGiHe/swtU17bmrVFi9VzWqHaZWCmOq8Xu7rdPEFWy4Us8XCy1bBg0irmWNjMX+tSlHPT+1O79i4eh3z2sQknl8rlArLjFULPNiypDVhNOwGsAcwALqyvwDRJ3OhxId8D8CZ/GcB0BvTMZnF5Iy7qu6BnMR/DymIaQA6d4q3/2+bfT1f9tWGLQipTEJ8sIstq34OgK5WaeUL4fxjSkhINF6OFwgzzWfXrkQpl/N630GXrIn/amN3nhg8WTBjMJdisMokr8uaSYLPAI4XryDCU0hhL01/kFjvnvSPeBXREg6Z2u3sOPc1TXwG0i/iFQBOlaylzJiHlzKYCM/LkxWz8VyPPoxpLrLincIjUdRh0H6qUjlSudHY4Od2Kfn5wB4O5ObgpVLx1fDRAJfd/NVWrne4iqb+sUktUSvqNzT7eNvmaoMXGw+tWEyol8gcVycgoLJmSvwCvkNb8jF+Ad9htly4wmJuyfe4KSPJLnwHABkiuC7RbSQ2yFZ1cfkDTYnGz9Uz7S4hISEhISEhISEh8Z9AysRIXBbq29hvssrd/nvyNN3iqpaGhAo/gPvn1d2cqyYPBAmJS838w0IiVgZ8PXw0vWLiLuv5XMl0CrobgCXp0x2WR3t3x13hj0adgMEsJOojPDsR59OH1ZkvcLx4hcP2BfpT9v+VMjUWzOTpjhLldXl7LrxUbnS1NvrXleMFFTPtuWW1NyltTORYzVVf27AWuUzGe4OGkxToXA58Ofi7GmNWGXBDy/qVH29IT+ODrf/Watsyo4GpC0X59LfXjKkyGyOTCWNZN/cBuLkL02gFPi63rQthfg8R4f8MhWWif6fccBiAQu1iPN1Embu7qvrybwkJkIIYiUtI5dKE+jb2u1kbsRcfOFxjEGN7vg/HjQAg2NuL67+dw12pXZjUWVwoU9/9nAkd2vDisP72npjNp86gqNT0+uvOfYxrd3WU7ZisNe5rV+xn4z+HOLw/g3yrh5BBb8TL253gMD+aWnu5uvVMpEv3pihVCv5ZuR+A06fO0bNfC5c9Qlcj/6w6wMdvLQHgXE4x425M4Y4HBjptV1IsRB+WLdzF+tUHOX4ky+4xExEVwIixnRh6bXtk8vqVSdzbUfS3DW/anMSAwHodo7GjNxs4UCSasFVyJZllufQPrbqvr77sL/jV5fL00k2khExHhgKV3MN6Hh4oZG70CZ9Bn/AZVR4z3qc/hwsX0CbgJmRXcJHDkUplTmeKi6vZsvHy3FrhtVak0/Fcjz4MiLvw8uuGYuHRQ1WuGxDftFYN9+dzvCCPaUsX1MlstkgnBIYm/fkrnw8bRWpUTJ2ft75k5L+ABSN6YzoAbkoRcMcFfWYvMQvzf6xOx8zTl7C/UCi/Bqh9UMtV+Kk8CVL71rCnxJWMFMRcJLTlesp0BgL9vJzWZeeJG4PRZCZE403WuSJCA8UPza2SWtLBk9kANI8NdVKJySvSEuBbIV1qMpkp0xvw9nBUFNOWG9CW6wnwE9tWbmi0DbBkMhnF2nJ8PN0p14t6Wo9KSkr5xUKsoKxcT0Rw/Rt4tXoD7SKFAWaMxr/W+6lVSl4YKqRzhyWLZr+D2Tn2C3ZVTZrto8L5cuJoUhOEOdf3m4XsaIdo17NOj/TrCUC4rw/+leSYd2VkXhVBzPbNx3nnlQUAZGcWutymsEBLYYGWoweFk/SSP3cQGOzDmAld+fazvwEw6E0UF5Vx5/TL43a9d6e4UT10x7f1PoYmwIuflzzscp1NPW7T+iPM/WED+/ekV3ssk8nMvNn/8tM3/wBQalUfrMyxw1m8+9pC0tPOuQyAaoNKIa4NV2sAAyCXyXlmj2Mm9mIEMQMiZla73kdVP5W1RL8R9dqvsXCmuIhifcX393BeLuVGY6NUHauKZcePsviYMH28o30nbmnb8TKfUQXnyrRsOlO1KpltoqIuxwOYsuA3CsrL63VOpQYDUxbM46Xe4h47MfniC9FEaJ4nI/9FNF6iT0kpDyK/9HdkMhXe7iKLabaUI5dVb4tQmXx9CU/s+haA25oMQmcyUGjQUmgQk3SvtJncsC9ColFw5VyZGjmFJeWs2nqY0X3EBeD9n9eiVCi4podormwWHYzOYGTbwXRWbRWpU42PJz8u3grAJ09cB0D75lH2QfnXCzYBMPPeEaRlFaDx8cDXS/yo3/xxFSs2H3Y4h9F92vDk1AHM+ELMGi9av58OSVG0iAtl8jDRaLp2xzH6dGyGn7c7G3aLtLZcLuPfvacYmtKCNTuECsldY1KxWITE5j87hQeEu5uKiGA/th0UF+G2zSJRKmo/4/j+2GvwVtesjnM+CpmMiR0rLqwmi4VDZ3PZnZEFYA+MzqdDlAhWbM7Sc7bvwc/DnZS4aIrKnQeaLUIdBRZsmZzNp6ofxF4JzP9lCx+/tZjKE3VdeyQy9oauJLYQ75NKpSQ3p4jd20+xeP4OAPbvPs25nGK++MCxjGbj2kOXLYi5GJQUl/Pzd+tJO5nLzq3id1Gm1Ve7T062UNF56cm5HNx7plbP8+fcLdx8t1AfVLk1jGfM1USpUcugMDGIkctkLMlcjwULMqnJ95KwMzvL4bHRbGblyeMMb3rlKEWlFRUyurmwOniye81eKJeSv44edvCrsTEwXmSK2oaGOa2rirzyMm6cPxdwlMWuTJSPLwq53EGswRVGs5kn/14OwMHcXJ5J7W2fNLk4yIkOfBOsTjnF5WuJCfwAMONlFRMwWQprHcS8dfB3QtwrJkbD3QOI8AykpW8MXx5faj2eGYXsys2QSrhG+kQlJCQkJCQkJCQkJK4opExMA+Hn7U6TqCDmrtwJgK+XO8VaHUdO5wKQFBeKyqLgxJlzJMYIjXa1SsmPL05i2aaDxIQK6eV3f1rDnGWObsvdbhY1ojcO6cgDE8TM0obdJ53O4YC1/Ozxyf3tf5/5RGi6H07LAeBsfgk+VhPLpLhQQJS+je3nz6othxljzSQVlZbz0dx1/L56t8Nz2I4H8MytgxjZs1Wt36OasjAyawZq55lMWoaJ98jTTYWy0oxQmd7Azzv2oNUbeHS+yDj9NOV6grxcu4KbLRZmLBa6+SfO5TNjaD/USiVQkYnJLSmlqFxn78NRyOVo9XoW7Tts3++FJat4foizf09jZ8MaUX/90ZuLHZZPmJLKLff0d9o+PFJDeKSGwSNEz9DGtYd4//VFnMtxrI3PSM/n1PEcYhNqlgdvaFq1E7XbyzY/h8lkJjujgOm3fQNAQb5zI3JUTCCjru9Cmw6irDAkzA8PD8fvYlGBlp+/X1/rczh9MpfH7/kBgNzz3hsvbzVarR6L2XnG1WAwYjSKcjUpE+PMupwdLMvaAMDN8aNICWyL0WxCJZduVZeCLZnOWedPt29mWNPEKyYXdlu7xlM+dj5zrN49lVHK5TxVx4xRXnkZN/zxCwfP5Va5TbSvH3NGjadIp2P0vNlA7SSzv9uzg21ZGXw4+Bri/Gpf9l0XFHIfTOZCsgrfAiBS8yJ6YzpZhe9iMIlsYHTAG7U+3pDwjuTqKsx/vZTu7Ck4ybzT67k2UpToSVmYqxPpztBAWCzg6+lOfIRoyjtzthClQu7Qy3I6u4Bhqcm8NUv0FnROjkGnN5JbUIqfj2gifXBiHxJjgnnxS0fX3ccn92dsv7b2x9py51KXgyezOXjqLBk5IrX8xIei/+HGIR3xsZppDu3egtJyPW5KBcOmf+Z0jE/miYFc9zbxvPPgaJ6cOoBH358PwJrtoqzsmVtFGVFdApjaEOTlyWFg6qx5tdpeZ70ge6pcO6GfOJfPjCWr2Jku+jueH9KPGzqK97ByH82Kw8fo9ObH1T7Xsdy8Wp1TY8JkMvPhG4sclgUECbWZqXfXLiBL6dWc5smRPPfwHA4fyHBYt2HNocsSxFRGoZBz9HAWhQWOwYstQLj57n6Mndit3s30rsjJLuTxe36wBy8yuYyh17Zn/E2iDCoiOoD8vFJ+/HINC37d6rDvgKFt8PCse0nlf4VhET1ZeXYzAK38mtJB04J8QxEh6ro3O0vUnbVpp5yW7cnJ5sOt/7o0tyw1iB5KryquwbVBWwtfk6uB3Wez2Z971mn5lNbtifd39o+risySYiYvmOcgwFCZJlZhgB9HjiPc24dIH3ipl5iwenTVUpf7nM/enGyG//w9T3TvBcBNrdo1aBBrNOVyJv85CrRijOLvKXrJvNSdOXF2ElC3ICZHV8gzu38gNViU73cPakEnczP2F6VxWisCvTb+8VIgcxUiBTENxJQZP6JQyLmuv1UeUK1EbzDRuqnoN9h1JIPWTcP5buFmh/0OnMwmt6CEcp24kLt5KWjfPIrr+rcjNrzNpg4AACAASURBVFxcjDQ+HqS0iaO4tJyz+SVVnoNcJiMpNoRAaxP/P5/fT8873mfWkm3MWlLhJn3nmO4s3Xiw2tdz8GQ2MpkQIWgSJVSobhzSiXKdgW6t4+rwztSeB3qLQeCpvAIKrU2K5QYjJrMZ25y2QibDW62mRVgwzwwWbuW2DIrZYmFLmuhN+GnbbvZnZTM4qRlvXjsEEOpkNjSeImgc07Yl646fIq9Ui8naO6NSKHBTKvByE4PN+EANrwyvXzP25WT75uNOWYKIKPGdktdhUB8Q5M3MD2/iQWu249QJkdXbsPYQE2/u0UBnWz/+nLuFj99a4tDrExkdwLOvix6zhKahtTpORHQAyzY/57R85nO/s2qJ4+zpmhVCpc3PX/zOnnplLO07OxrHagK8uO+xYfTqL26qm9YdIb5pCAOGXvym2SsZg9nIlDgxoDFajJwuyaqxsd9Fwuu89bVXbPovsz/3rN1Q9Xze3rQepVWx8e4OXezLR/86C4Cz2lKaaQLtA+gmmgDi/TXE+WmI9hWiNa4MHE8XFdbYr3G5aajvz6x9u5yWRfr48nDX1FrtbzPHnLJgnt0w83y6RUbz2dCRAPipK/pJrmshJhy3Z2Xy0/7dLvc9n1KDgWfXCJW3v44eZmbfQQ2WmckqfBNPdQd7EJNd9AFuiijc3ZKIDXaeXK2JXsHi9QW5ie/aWwd/B+BM2TnebH8LAIWGUgLcLlweWqJxIQUxDcS3M27kuU8X2S94I3q24t2f1nDdE2Lg99TNA1G7KZkwqAMvf73Mvl9yfCij+rRm4T/7ABjTtw2RwX6czS+hc7Iom1Eq5MhlMlZsO0LLBNH4t+mbh5DJ4Glredcrdw8nM7eIU1n5xIaJWZ1zhaXcNSaVYm05XVuKUpourWKRy2TcfE1X+0C2XG/k+c8W8/p9jso6Fgv8uXYvU4aLm9bCdfvYdyyLyBBxIYsObdhUc/uocL69cWy99/9j93501lKd+3t3IyGw6tlbWyZm5oirpzn9fNJOOJcapFkDEIPeVKdyJm8fd55/YzwAd9/0GTqdkcP7z9jLzAKDL93NQa8XGbj3Z/7FsoWOA4PUPkk8+vy1eHqpXe3aYISG+/Hmp1Os/1f9O2jbMc7hb2PEFrw3BuqjTmapYZBpbESvr66U6KsXl2hI3tpUdTmlBXh9o1Df0xoMPNw1FZPFYpeiLygvZ0vmGbZkOgtc2KZLAj09Cfb0wlOpsmdwjhXkNfrPp2IKrf7karX8fmi/0/LX+gysspKgMuvT07h7yZ9AhTTy+UxIbs1LvfpX25D/Uu/+ZJUWV+tV44p/z5xm0E/fckf7TtxjVVDzUNY/++bnOYzswveQycQQNMh7KkbzOUp1m1C5171s23Y/v7WJ42Tj0sztzE1bB8DE2MYl8iDRMEi5NQkJCQkJCQkJCQmJKwopE9NA/LvnJE2igvhmgSgXe+mrpVgs2CWIQwN8aBYVxDcLN9MxSZg0Bvp5cu//fqVcb7RnO/KKtPy1bh/X9EgmWCP6F+567RfMZgvj+rdj+yHReLloveOszvJNooF7cLck7hor0tNv/rCKu8amMnflTs4WiDK0n5Zu58YhHR3KiVZtPYxW5zzjt/toBqlt4zlwQggGDE9NJik2lBlfiCbxO0en0qXlhRlk6Y0mdh4Ws3cdk6JQyOXojSa27hdeIN1axdVY+pSRU0hOQSlj2tbey2XjnpPiHxmktIqr1T6Vs1yAXYI685xoKDQaTUSHOtY2Z+QUYgEiK/nrZJ0rxk2lcPD5qXy8hsJscp7hLCoUnj/vv/4X05+6BkUdJLKjYoU/yU239+arD1discDGf4T4wTVjLk0zbe7ZIl547BcADu0XPTpyucwuUjB+0sV3SvfTeDLzw0nVZmCuJBpTuVV9JJZNlupn8mtaf7lRyav+Da5PT7OXW8VehCbrUoOeN/8VGZiVJ4/Xap/16Wk83DUVhUzG4uuF98bpokIWHDnILwf2AnCyUomY7duVq9WSq9XW6fwuZLa/wWiAn8c3u7ejN5kclk1u3Y5eMXE17vvt7h28vH61y4yV7f15uc8AxjZPrvFYSrmcj4eMYMIfv7DrPDntmtCbTHy4dRO/HToAwGPdenBtYot69cqoFCGU6jbbMzFn8p8m2Od2PFQtcFOKMYXBlIFK4drT7XwsWLghtjf+KjFmsmVm+oa2IU9fdQm+xJWPFMQ0ECmt4+neJp6bR1Rf+nDbtY7Nkas/vc/hcbneyCSrp4uNtZ/fb//fNt6YcfuQGs/pzQeuRaGQ89ikfripxEf97k9rWL7pEAO7NrdvN6x7MsO6O18A2zZzvoC0bhrOV89MrPG5a8L2OtyUCtKy8wHYsj+Ne8b14Os//yUsSNS27j6WQXZeMYO7JgGi9EVx3k0/JMCHxz5awIzbhtDU2r9TUFLGEx8t5KU7hxLsLy5sx87kEh8RKHqHrMpsox77itkvTnIIMnYdyaBtswgnM83JL8zi8ydESZXeaOL7RVsI8PUkx9qn1Dk5homDNJjNFnvgFeDnxXVPfcPnT17Pmu3Cg0etUrJq2xEenNCHhMgK48KVWw7z5CcLHV6bXC7jrtFiUNeuWSTtm0dxrrCUM1bxhjZNq77IR8cFVblu6YKdHNx3htvu7U/XHnXzgBh1fVcO7EmnQ5cEevZtUad9L4Q9O07x0hO/OiiQaQK8eOqVsZe0XCspOZLI6Kun0dyVb8Xloj7qZMYammLKDBWKTCXGUryUnqw+Kzy4egR1osxUjq918LMudyupQR1Zn7uN1CARmOfrizhTJgZ8Tb1FWe6J0nQUMjk+Si+WZ4sgYGzUYNRyNSq5Eot15PtX5t8MD+9bbRBm671zee5GAyPnir6TCcmt6RQeSYyfH4HuYgLE280NpVyOUi63X6/MFgs6k8kufFKs11GgKydHW0pGsSj/PFGQz77cs+zMznQaXNfEuCTnyaJoXz+mdezK3dZSo2XHj/Dulo0cyM2p07HPJ8TL2Sz6UmO4gHI3m3Hoj3sryl6TAsV1+enUqsub9CYTz64V/Sg/u1A0A2gZHMK7A4YB0KwOBrgeShXfXDOGcfPmAFTZB1UVGcVi0m768kV8vmMrT6T0rFUwVpmsgjcBsFjEd1RvTKdUJ0RQistF+Vdc0Be1Pp4MGbckDOTHk0I0aXK8KEkrNZZzoFD42kW4B+Dvdvm/TxINixTENBANNYPu7lb9R1KX57HNstsCGIDpExtHXWixtpz+9zorgn3712anZUqFnO6tReP0gnV7eeenNS6POfHZ752W/bJiJ/eME83nK7cc4Yv5ztuMeuwrp2Wv3zOCcGsgNfmFWfblN834EYDYMA0qpYLX7xlhD1hWbD5MsVbHpn2nePJjx2Bk5CNf2v8f0DmRpNhQZi/bRpdkMSga1LU5/Tsn8kCeUIPxULvh46lm454TjOotmsEH3f+J/RjNooUq2KwXJlX5nWjfJQF/jbhou5IePnU8h2cfmmNXGLt2fBf6DGyJt0/1BmNqtZIZ/7u+2m0amvm/bOHTd5ZiqpRdatk2mmdeHXdJ+3EuFXqjieXbRZYrPMCXncfOsOmgyE5+9sC4Bn2uxpSJqY86md5UvWxsZfWrLXl7+PBoxTXgw6Pf80CzqfQKFpnwHN059hYeppVfIrk6Mbny7clf+ffcTlr7NWdPoch4j48eThPvGDLLzvJnhjCC/TNjBQNDe3Bnk4mUGkXGoV9ICl8c/5lewZ1J8mni8vyifHyrPf9CnRA5+WzHFj7bsaXabS8mXSKiABFMVYXtUjQ4oRkD4pvy3e7tvGbtpTHUMVgCaBfq2sj4UmI01/28bdg+L9tn6KVy46PBovfUldABiCzWPUsXsC/HWckMRDZlWocu3N85xS62UFcC3D2YPUqIn4z/bQ5pVZhl1sT+3LNMXjCPzuGRANzfuRs9o+Nq3C826FN2n47HS10xYSuXueOl7oK7m5iwtGVpakNmWT77ik7x+TFhu+Dn5omvyos+Ia34+IhQ6BwdlVLr40lcOUhBjMRlwdfLnc+fGM+xjHMM6CwyAeOe/Ial791F32kfseKDuwF47vMl3DEqxe5tc/2A9twwqCOHTp3F0+r1ER1SUWax56iQU/b2VNvlrkvLRKncgnV7WfreXU5lXADrdh23Z3h+W7ObAD9PWlizNeu/eIBzBaVMeOY7JlvL/gJ9Pfnfj6voeus7Dse5dURX7hjVnbfuvxaAh63y1IA9mBLS2zKu69+WhetEWaCrDJMNW5ASFeLP76/fwsY9J5n39y6Hda5Qq5Xc9aAQLpj53O9VbnfquJgtfX/mX3zy9hJSejZnwDAROHXu3rROJWcNiV5v5L3XhHDF8r8qZjJHTxCzvbffPxCl8ups6zMYTTzzrbghj+iWTEFJGcVa1w29F4q5EZVbyZDxdrtHADheks5pbRY9gztUu09NmYSavDHcFWqe2fs2AAeKjtqX2wKbs+VCFWpwWC97EFNq1KKQKfigUkDkJlcxOKwXizJX8/WJuQ7PEecVWWUQ0yGsdiUzl5Nwbx8+GnwN4ChPXx0KmYxb2nakdYgQo7l54W91FiqoLmC6VNQ3E5NXVsY3uyo832TAOwOG2hXcXPHX0cM8/vdSl+9T21DxPr7aeyAtg0PqdU6VCfMS2cc5o8Yz4Y9f6h3IAHZBh0l/zqNjWARzx0yo9nsik8kJ9XuAML+HbUsAKNPvRy537flWHRtyD9AzpCJDOCy8M9+dWMlXx5ZxT7PhQO2/txJXFlfnCEBCQkJCQkJCQkJC4qpFysRIXBZMZjPtm0fx+fyNNIlwrOc1Wyz8vkbUAd8+qhuzlm7jFmuvka13Ze/xLGZ+v6LK41/ToyXP3zoYgBOZ1pnUrkkMfuDTKvdpEilqlee8PNn6HCKr8/4v/9CjTTwWoGfbBADue2ser987grbNIrnnf78C0KtdE24e0QW5XGY3V7xpSEceuL43H879hx+XiJrfwhJRWvDunIqyOG9PNeOtHkOA/bVdk1rRq2SxWNAbjBhdNOxXRb8hYiazIF/LZ+8tc+kiXxmD3sTalftZu9LqhaLxpO+gVgwb1YG4Jhc++1dbcrJFA//5Bptubkr6DhKeAFdrFgbgWMY5BncSfWul5XpOZOXZHzc0ppqMVi4x5SaRcTpTdpbUoHY1bA1lNWRadJXWJ/km8EvKByzMFLXzQ8J6oTPp6dJKmODOz1hBglc0zbzjcFeI7G+RoYQzZdl4Kj14Lln0MJ4uy6S9fzI3xY7CTS6aqy1YiPeKwkfpSaSHyOIeK0kjSK2pMgsD0D0qhqaaAI7mN05D3TAvb34YOY5gz/r1E9hKjT4ePIKpC3+rdfnibe06khIZXa/nbEhq43Lviv/9u84uJQ1wf+cUBiU0ddpOazDw0rrVAC49XPzU7jzWrQcTW4rseENnFCJ8fPl59PVM/EMIppysg2+PMNP0tZudymUywr19anGOckJ8p3G2SMiph/iK35VMJqO4bDUACq8RKOW16/VZmLGZf3L22R8/vft7Ij0Cua3JIAoMzqXUElcPUhAjcVn4ecUOe2/L1gOn7cu73fouAG/O+tthe53VG+Tlu4bV6vhNKjXMt0oIt/9VqRR8Of9fl/sM6OLY4P6n1btnx6F0dlhV4W58/gf7+gff/cNh+wMns/HycGPioA52RZsfl2zjR6vR6Kt3i7T20fRc8ovLUCrkPHZT7TXxz+QUknrH+wD0bl/1oMgVYyZ2pWnzMN55RZiLnTlduwFTYb6WP37ezB8/b7Y3z990W6+L2ki/e/spXnpyLoX5zkpGer2RZx6cDcC7X95iV0y7migu0zH90/ncPlQE7m/MXc39o3rQPTnuojyfsRGVky3P2kievsj+eO7p5agVKkZFVv07KTNU7/iuq1RuFu4uAvEgN6EiqJa7oZZXNNa7y90IVQfx25mlJHqLPjx/N1+SfBNYkb2BRB+xrNyso9hYikImJyWwPQCrzm5EZ9Lz/anfWZ9bYS4M0C+kO/c0vcnl+SlkMr4YNoqbF/5WpwHkpaBLRBTvDBhKZA19O7WhV0wc17VoVWWjug2lXM7DXVMdTDUvJ7oaghhftbMn1Z6cbH4+UPE6RzRLYnoXZ+XEHdmZPLh8kdPnrpTLubGlCKwf6JJCgLtHfU691oR7+/DLmAkATJr/K4fynD3GANqGhDG5jfi+942Nr/d56Y3paPXbySx4AwCFXINSrsHPcxgZ+a8CEOQzudbH+6brdHbmH2dr3hEAVHIFWlM5PkoPlLLa+6FJXHlIQYzEZcHW2/LyN8uYv3Zvldu1axbJF085N5EnxgTz/fM3AtAiLpRhD33O7BcncTpL3Az8vF03pyurMQKrrFAG8PgkMXDqkhzj1Kjvik1fP2ifgfL3Fhf3tx8YxQtfLeH524bQIlbMzm4/mE5YgA+5hVXPED0xeYC9sd9snSlvERfKp0+MZ8ehdI6mu77JVEebDrF8+cs0AJbM38G82f+Snnau1vvv2nbS/rdn/2Tuf2wYfpq61y9Xxaol4qa/d2eavYHfJmOcnVlxk7fJRD95/4+899WtBAR5N9g5NAZ8PNR0aR7DhD5isLBs+2FGdmtJbtHFmVGsKQgAqlXXakgGhqVwuPgUAKdKMxgQ1o3Msuq/65Ub913hoXS+zdmUx85ncJgQ1pgYM8Le0G1TRhsYWuGsHusp+lhGRgywLxsXNRSAhxJv5aHEW6s9p/OJ99eweMJkew/FD3t3VenKfrFpHxrOzW1FH9KIZkkN+slP75zC3AN7XWZj2lp7Z17qPYA2IaEN+KwXRnWZmAgfX8Y0d1RrM1ssPLtmJWaLxZ6Feqv/EPv7aJNK/mDrv3y49V8ndcChTZrxeEov4i6CpHZ1hFgzbXPHTODOxfPZeKZiclEpl/NCz37caM1YXihFZSvw8xxsfxzgdT3ZRe+RlfkW4f7PWJfWLdPeVhNv//+l1jdRbCzny2NL7T0x5SYD7opGINkt0aBIQYzEZaGqJvbziQrxc7k8r0jLV3+KjMqX1iAnLSufXUdE+dHQlLpL/57v/G07x0AXQgCuqDzQs5Wi2UQFTpw5R3GpKCPLyiumU3I0uYWl9pu5yWRGpawIsPKLtGTkFnL6bAFF1v16tE3gx8Vb8VCrGNItqc6vDyoU64aP6ciw0R3Zsfk4i/4QA6cNaw9hNNROieeflfs5ciCDmR+I2eWIBpActgVJIAQLJk7tyeQ7+wDwxow/7EGOjezMQp66fxZvfT4VL2/n2dArmdGpreyiDRpvD7Q6PX5e1avG1ZeaggDgkg4qE32EYl+4exDb8w/QQVP9b7nUUHWzeIewCF7tI1y8y/VGVm4+THiQr32yoV3zSIftF/yzjxE9WyJD5iDr/Nuq3Yzp18Zh27+3HqFMZ8DLQ3z3eneoW3b0fDyUKqZZJYrv7NCF7VkZbMvM4Ei+mGjIKC4it0xLYXm5vUxJZzJiMjt6yssQZT1KubieKOVy1EoF7koV3tayH283Nf5qd4I8PYmwZlmaaQLpHBFpH8xeDMK9fegZHcuatJP2ZQn+ATzQuRsjE1vYz78xUX6e+l28v4bb2oog+LoWrXA7b2Lsy53b2JmdSVNNAF8MGwVg32b32WweWyUEOw6eqwjOB8SJ7870Lim0Cr68AZyvWs0PI8fx+sZ/+H7PTgDeHjCU4U3rJsVfHXmlcygqW2Z/fDL3DtyUMYT5PYLRXPuJtcpklRWQ6CN+z8/vmYWnUk2Q2s9eThbmrqlud4krlKu3qFxCQkJCQkJCQkJC4qpEysRIXHYemtgHQPSSWPlpmcgOHE5z1srPyS/hm4WbePEOUb5h88GJCdPYpZgnvziLR2/sS9+OzTBZ0/cKuRxvDzdeuWs4g7o6NknPXrbNXgJ2x8xfmDntGrsUc9vESOLCAziZ6bqPpHML4TBsmzk3GE328372lsHMWbGdQV2T+HXVTvs+nmpRh5+eLcqktDoDcpmMz//YCMDgbkkE+noSHeKPv484rzU7jvLJY9dhNJm563XRhPntszfg6V61WV51yGTQoWsCHboKsYLCfC3LF+1i8fwdnD5Zc7laVkYBzzz4EwCf/HgHaveGSdX7+nnw+Auj6dy9ogn2kWdHkpNdxJ4dpxy2PX40mxmP/syr74nSQpXb1VP//O8B8Vr/3nWM1nHhtG0iSpjCNA3ri6N1UU6mkMnoG5vAbe3EjHO3y9Bg7aPyoqOmZhfyyj0LPm7i939N0+ZMaNnaXqIEcM/rv7Jlfxr3je9JTJiYlV25+TD9uyTazXd3HkpnRE9RHmRbJpOBVqfHYoGcfFHi5evtwTOfLMLTXcXdVun0vccyadWkYXxNFDIZncMj7eVIFxNbFufbHdvZkZGJzmike4y4pvm7u/P3iRMEe3ly9Jy4/o1JTkYmk1Gq17MzU2Sc9SYTLUNCCPWuubTzmdQ+JAaIEuLuUTH0jolr1PK3oxNbUGLN9g2Ia0LXyGiX2aJjVmGGtzatJ8LHlx9GjsPfXWRPdSYj72zewBc7ttrLx2TAgPimPNC522XPvpyPUi7n6dTePJ7S0/64IUkMW0KJ7l+Ky4WHkEymwmwuQSH3Q2ap330k3EPD110fcFp+sEj0s2rcvFHLpXKyqw0piJG47Lz902qHv5WprM4Foozsm78287/7RlJQLHojPv1tPUWl5agUCuKtSmdPThnAovX76duxGau2ima/pz75y36cpz/9i+r4cclW7h8v6uPlMpnd0NIVoQGON+6j6bncMrIbAD8s2YpSoSAs0Ad3tbiA3jEqhYKSMkwmMwdOZQOQmVvE1OFd+PW1qQCEaHxYtukQWXnFdiGCl+8cjq+1pCgyWNRLbzuUbldMu1D8NJ6MuzGFcTemsHenMFb86/dtrFmxv8oyM1tPzfy5Wxg/yblxtS40TxaD9GdnXkdImGMZoVKl4IU3r+eBW792CrB2bTvJ688LH5ynXxlrV4a7krFYLNz9wW8AdE2KobhcR5mu5rKv+qBx90Ahk9E6JIyhTZoBMCqxBaFeV0avUb+4JrQPjaBPbBx9YkVdvCsjwQdv6M2c5TuYs3wH2nIxKF3y/l2AKEUFCNZ4k51XTGiAD89/tlhss/EAAO/PWcvgFFHGqfHxxGA0MXl4KrutJawXWk52udhhDUR2ZWXx0urVAPSKjQPgkdRU7vxzPv0SEugRI8r8DuTk8PKa1ezOyiJOo7Evi/L1Ze2tt9X4fM0CAh3c6k8fzcZssbB38wkAuvRrwdE96XQb2BKDTgSoy+dtZfiNKeRmFRIYKsrfZDIZv36+mmtuEtcdXbkeLx8P9DoD66ylp9EJISS1i6GooJSzZ8RnnJ2ej9lkpnW3JnhYJ73UHipW/7mDvtd2oMTac+ftJyaPXDXkuyJHK8qWAjw8mDVyHOHeFZMNGcXFzN63G4Vczrjm4p52R7tO1XrGNAYaOnipjLe6q/3/2KBPMJmLyC54k3DN0wCYLWXIZbUTDsgoy+ODwwt4re0Up3VJvlENc8ISjRIpiJG4rEQE+dkb99s1q5h1XL1dmM6VnGfwV1qutyt6BfuLQdbJzDyu69cOL4+KjETPtgm0TxTH699J1PJu/rp5teaQ1RHo58WXT02wZ3psLNl4gPQcR5Mwm0kmwKAuzWmfGMmWA2kM7CKyP7FhGo6fOcfijQfsogZ3jRE3ypBKs+xhgT7EhGrobzUDjQ2rqOm9Y5RwH44Orbr502g0s3m9COA6pzStU5aiVbsY+9/b7xvI7G/+YeE8IRFtdiHJu2b5vgsOYoaNFrP+5wcwNrx93Hn5nYk8cMvXABTkVzS62yShNYFe3PPI0As6j8bA5sMVTbWbDqbROTEara5uRoG1JTUqhsN3P4iiEc+GV8dj3XrUbkOZjI5J0STGhFBqva4cOJFNu+aRbNonsl43j+jKNws2cduoFF68S3yP7p/Qi8Xr99MxOZrkeJHZeXvWagBaxIWw56gIYopLdQT6Xbx+kovFmSKhBrcnO9u+LK9MKAOOnD0LENmucmvv1KmCAt4dOowvtm3l6+0VZo7pRRWqcnWhtLgchVJOkfX3bDaZKdPqeGbKF2xfd9i+3YfPzqN5uxh6DBG9SV/NXOjwd/D4LkyfOZ4V87ZSUiQCkbPqfPyDvCkr1fHZS38CsG+rCJaSO8Zx03TRXP7UpM8AeOPB2fQdKQQ1Hnv3xjq9Dlu28u8bb8H9PDGJeH8NP107nhAvr3pLVV9t6I1n8HATFgCncu9BIfNCpQzDaBIZLTdl7YOPn06tYV3Ofr44ttRpnU2dbEx0Cn4q6b2/2pB6YiQkJCQkJCQkJCQkriikTIzEReN4ofBUcZP7E+Uzwmn98rQBBLc8i23O+fRx8Vcp96Rbyy8A0KhbO+xTIP8Qb921DssHdmlOn06RpJcsIMpbPM+W7AfwUTUlWJaCDDETE+De3ukcThT9hBwVsb7jHJYbzSXkle8CwEMZxiv3J+KmLAZEJqbUcBp3ZQhDalBB8/Y9S7rpIzqHvo1Ndye3bBNyn5Os/fQ++3YlhpOYLUZ0JtFLcyDvXTo0fYPo6Fy7olBlKmd7XLFv12lmPPozhQViRnX8pO7cdt+AavepioAgb+59dCipfUQpzdMPzMJodPQWSatFD01DEB6p4cW3hJ/Bo3d/h07nqBw0/5ctBAb5MGFqLWfnGyn3jezBN0u3ADCkU3OigvxoEX3xzEav1CxMXTAYTMRHBPDenLVss3pTPXfbYPx9PejbUfRfqd2U9O+cyN9bj9AxScys5xaUMml4Z7bsT2P/iSwA+nZqytRrurD3eCZTrhF+Jpv3pxEX0bjLg1zRPlz08Tzesyd3/SmyFXPGi+x4Tmkpc/ftY0q7dkxfLMrrZvRtgodKhYdKxcAmooRu+bFjdI6sX/9OVd6XL3x9Ky/d+S0Am/8WJX09h7YhqgrT3XWLd5OQHMknM353WN5/TCe68Bo/uwAAIABJREFUDUi2Z2AqnhjSjojs01MfTmLj8n3EJ4XTrruzIWVdOD8LY6Nl8KUzC74ScFNGkRi2yGm5Vi8MP5WWIOSy2ikyjotOZWHGZgaFiXu81qTjZOlZkn2jWZCxGYCc8iIpE3MVIgUxEg2KBTPF+sP4uiVhG7Qr5eLCkVO2gUB3ccOXy5T4uSUxIGYZskoJwQLdXtKKf0etcG1iWGbMxmAqdFqukntzVrsejVro2GeVriaLvzlS8AUquaihHhS7GplM7vB8RnMpAe7trPsIg80Qz1QsWNiUdbd9O391Kwp0jn42XcM+IcQzlYxSkcI+lPcxfaPnO2xzVruOcM9+LDjeDlsLrYcygp6Rsx22O108n6MFXzksO1MipDib+E8FIDngIZfviSvimoRQXl7RQzF31kY6dmtC+87x1exVPbZ9x93UnTnfrnNYZzZfOsPEpFZisPT4i6N56clfsZxX3vb1x6sICBJleYOuaRhfg0tNZl5Fac6dw7oRF3blDY4bGy3iReD/yRPXVbtds5hgmsUE2x8H+AmBj87JMU7b9qpkOtsyIcxpfXVsPyvK0EYv/NG+rHOoKKH5dfgNmC0Wvtm/jVtadgIcpYf/OnEIgA4hEYR7+WCyWCjUCSn2dRkn0ZtMjGvWqlbnYWuq91O78/2YsRjNZvuySF9fgjw9ySop4fm+fQD4N/00LYKC8VK5MbGNKO36bOS1dXrtlclKz+ON6bPsj79/ewmPvj0RfbmBmGbiM2vRMY74pHCCw/356NnfXB4nIi6YkZNTcVMr7T2MrbokkH48h9Lict6fL5q+TxzMJKFFJCGRGvt1a9uag/S7tgM5mQU0a33pRSz+a5jMJeQWf0Won/hMKve/eLq1qW5Xl8R6hWCxQLSn+N0uzNiMp1JNrFcIk+L6AkgBzFWKFMRINCwWC2vSx7tcpZL7MiBGDPjlMvHVW3wiBZOlzGG7YI+UKg9vthjQm/JdPTGJmjsp1osekH7RC0gv+Ytwr76YLSbrFiaySleyLfvRal9C66CnifQeRpyvmPH3VEagVgRSakynuUYENntyX8VDKW6wEV6irjqzdKXTsTK1K+kY8gbXJOzAaBZZEYO5ELXCcVAqq6ay06sOtcH2fbzV9B6QzLKFIptkMVt4+clf+eAbYcJ3Ib4uHbsmOAUxIaGu+1iqwmZmWZnzg5Ga6NG3BXfcP5DP3l3mtO6dVxYA4K/xpEtqszodtzKugjNX597QZBdUGB3eMHM23ZNjWblT9Int+PjBi/78EhefzFJnM8st2UJJyQIU6XWMb9aaZzcsB2BUk2TifP3p+NNHDvt82m8UfaMT+OPYfuu+FkxmM2dKRCAc6e1b7XlE+Pg4/D2fqe0dM9iJgUFoDQY61TPzcj7dB7Zi/v7XcLOqGxacKyE/p5js9HzG3yX6H994aDYTpvXnxMFMXvxaXMMK8kopL9XZm/inPDyE/NxiQiI19iDm9gFvcMtjw2jRMY7MNNFr0WNoG5QqJXu3HCc0UvQZJraNIbpJCBuX7WX/9pMAJHeIa5DXJ+FMUdlysgrfxNdDeDgdOzseL3UnLJiRWYel8cFf1/p4J0vPYrSYuGnjm4Bo5j9YlM66s/vRmcVk3l1NhxLrJWXDrjakIEbikiGXqexZGRvBnt3sGRAbHkpnmVKzRTQ1K+Rqig3HMVsMyGUVZVbrzkwiX7cbL5WYRSs1iHKRw/mf2LdJDnyYBL9JjEjYbV+2NfshIrwGEeE9xOH5DOaKAYZS7oW3WwI7cp52OF6cr+tgDSCnTEgly5BjthiQIadYL5pUA9w7OG1vxkC/6AXsz3sbEFkhuUzN0LgNDq+zLgwb3dEexAAUF5Xx2D2ixO/NT6cQFlE/R+jzTUEBuvasvRGartyAQe+sdlZcXOZi6+oZe0M3MtLzWPDrVofltkDjpSd/5bX3b7QLFdSVkqJyp2UF1hK9i0l8aEWQWaY32AMYiasHV8pPNzQXmcNv929jxr+OkyItAoL5bM9mp33+OL6ft7b/w5ECR5PAT63bbr/h3oY6ZTueLkpc64vaw/FY/oHe+Ac6KuO99LVQPYtPqrg3ePmKmfsmLSuCKU2QD5oeFcHYX0feqPJ5O/RwvmalDKpd9kriwtB4jSbt3P0czrLddy34evRHLvNGbzxV7b6u+OHkKgDStDkAzO7+KD1WPEYb/3hGR4tJ0VDJ7PKqRGrsl5CQkJCQkJCQkJC4opAyMRINigULrYOeIc53PMcLRa23pzKCMK9+ZJWuctjWbNGTo/3X6Rhny9bTTHPHecs2ABDk0Q13RRBpxb87ZEJSI79nT+4rNNfcA8CWrPvI14kygxYBovymiV+Fhrwt0yKXKVErAskp+5dgj25VvCYT5aYcEjV3O5STVd4CwGTWYrbokcvccJOLLIdGLep7z5VvxUfl2DBaoNuHv1oY6xlMxaSXLHLISpktOs6Vb6vyvGoiuXUU8U1F+vzEUSEYcDZL9BM9ePs3PDvzOpJb171UbemCCtNOm8HlqPFdar3/wX1nXC/f63p5TUx7eAhHD4qG6wN70x3W6coNPD19Ns+/Pt5u6llbTCYzRw5mOi0/eTSbwgItfv6e9Trf2rDreIbD4/AAX4c+GYkrn8GxzmWORmv54uCYZiT4BbAnN5sIL5FZ6BQaycTmbVmedpQH1wqfK61Bz5QW7ekQEknz7952OFaPiNiL/AokJOpHbsn31v8qsvrpeU8B0CJiY52Pd2fToazM2kWct7jfvbhXmDDf2mQgm8+JCoi2/vXvB5VovEhBjESDIpcpqyyzCvPq5/C4UH/Q5XblxmyHx2aLgYwSoWLSNvgF5DI1687ciLcqDoAgjy7WnhILZ7XCAdhgrvAQsZWw2QIMgMP5whfAWxWPBQvpxQvwUIZYlyVYj1Fs/VtCadkWjhf+4LKcbNvZxwHI1q5lRdpgBsX+jZ9aqJadKVmEBSNZpSsJCGhvfz3nyrdRrD9mD2JsPT22gMVN4U+ZMaveAYyNYaOE98pHby52WH4up5hH7vyW6yZ154abhSuzLSCpinmzRcC5cvEe+7I7pw8CqLY0zVY6Vlio5ejBTL760Ll3CGDDGvF9mPPdevoOaklQiC8KRfXJYrPZQkFeKaERoifn/CAGoEyr56kHZjHqehFo9R3cmqiYQDw93ZyMMY0GE1kZBQD8/MN6u7qbwzZGMy8/+Ss33y0aRuObhuLh6ea03YXQNSmWV28WPiW7jmfwxPX9athD4kojXyfKJ+cMnUBKuGO5471//8mCE47Xx/GJrZnRtT9lRgPzR0wCQK1QYDCbMFss/DlSLGsb5FyOKyHRmLBYdFWuk8lq72dmI0Ttx+r+r1UcHwsaN28C3Xxp6Sd+WzqzAbW84cogJRoHMlf17ZeAy/KkEpcWWybGQxlGuJezvO/W7IfoFPq20/K9516nqd/NAKgUPqQV/Ua4txgsuyuE+kix/phdPaxV4JMUG47h55ZEseEYAPvPvYWbQuMgAtA7ai5eqjjSixegcRcZEm9VLBmlywh078SmrGkAJAc8jMa9DQfzPgDAx60JXqpY8st3k6i5ExCZmDjf8fi4VS/Hue/c60R4D2V79mOUGUW2AJkMN7k/SQH3468W7s1lxmz81ckU64XOtMFcRFrx7xhMBTQPEDXt1QkeVEVpibhZTBj2Nrpy147vvlZn6oHD29I5pSkJiaH4WOvNtaU6Du49w+9zNrH132P2fWRyGbfd05/rajC4nPPder7+yHXQUhuCgsUs9Oy/nJvZxw38H0WFde+jsRERpeHb34TMdcbpPKaO/bDexwKY+eFNAHToUreMjyv0RhNv/CKyctf1akvzqGDK9OLz83CTbsQSEhJXNrvSHFXgEoJFdsbNOjmpVtYtc1JiLGNu2noAbk6oGG9szRNiP50C6i/wItEocOkDIAUxEhcNvUnMaKvkPi5nV0yWMhRWWUVHLNi+r2XGDDyUES6Pb7GqjslkCquqSc0tXgZzISp5VUpatq+lDLNFj84kvE88lBGYLGXIkCOXqe2vzU1Rc2O81piBhzKsynOzvUcWTFgw24M0G2XGLDyUdZNudcWbL85n2cJd9ozB82+M56dv1rFr28k6HysiOoDpTw6nXaeabzJSEFM/CkvL6fOoyPqpVUruuzYVrU4EMbcP7Vrr4xgtZiYt/5k2gWJ2vm1QOB2CIwjzdK1EVRWLTh0ir1xLx5BImvuL76j8P+Atc6FUXFGuLPKsWaJyo4EIr+rVza5mzBYLA+Z/ScsAoUTZJzKBXhHxBHv8N+V6vz6wFbVC3MuHxSahUbu6f9eOXWnRJIWvBuDUuWm4KePECut9Pcz/EdxVSbU6ltliZvapNXx6VFQcfNJpGq39xfGm/CsmSj/qNA1vZe18ZyQaJS4vo1Jjv4SEhISEhISEhITEFYWUiZGQ+A+QdjKXNcv3EWn1h+k3pDUAZ07n8c9K4S9xcN8ZThw9S1GhljKtkLT29FITEOhNizZRpFhllFN6NnfqJZFoWN7+bS0/rNhmf/zYdX3o316UQ4T4e1e1m0tazH6bMqNjKWGsjz/DYsUs571tUvBSVt/T89bOf/hgtxDX8HET2chuodH0jkhgaGxzAt0vnshBbTFazChljWNeTmt9vycsnU2JQc/MlCF0Cb1yTBR/PSb63h5Zv4gAd086BEXYjTh7hseTHPDf8NvYmZvBqEU/OCyTAW2sfUdjm7RibEIrvFQN2xPXGMnTlZE67xP7tUQlVzA4phnXN21DjwiRla/9XcFCet7TRAW8bH18Yb/bv7N3U2ws440D8+zL7m46jGB3Pw4ViT7J+xJHXNBzSFx2pHIyCQkJiSuBk9n57DkhlNGe+34p94/qYfcVmTSgY52O1emXD8ktL3Va7msNRn4ZfCNJmmCn9ZX5bN8mXtu22uU6lVzBX9dMBSDRP6hO59aQjF8yi2gfUeI5vmkbul7GoOGxDaKs5ZejwpNKLpPxYNseANzbpnujLy/7fJ/wmHl1298u18f4+PNAm1TGNrm6fVXe3bWed3etq3abAHdP/hg6iRif+vluXSlU917YXvvNSZ2YnNQBRS1LTU1mobh4tuhjwv2fAKCkXKiTebvXvgf09/SNdAtsznXrZ9qXrRvwBl8eW8aYaNG3GeBWt8kfiUaHyy+VpE4mISEh0cgoLC3Dz0vUb39072i6J8dRWOpsvFkbVArnfrRgDy974BHiUfPNXSV3rRgU7e3H810GXNbgxYbRYmHesb0AzDu2l6Z+gUxrncLoBKEAeKkCh0WnDtmDFxtmi4W3dgrlxG05Z3i3xwj81Re3Pv9EkRA1ifetu8lfXnn1hq7Z2hKytSX1Oq8ridVnjle7Ps5Hw4j4FgS417835EpAazTw/cFtVa5PLxHS/bMO76BPZEKN3zmd8QQKmTfF5eI3cbboI8yWEkJ8p3G2SAjq1CWIOacr5pOjFQqcvipP3jv0J7c2GcSRYiHdLwUxVydSECMhIXFF8sgnC7h5SGcKteXc997vAHz7xATMZgvJcaIR12gyc/h0DuUGI1izzuFBfsSE+LNi2xEGdBQlWl8s/JeRqa0I8fdm6RYhbZvaKp5th9NpFhVERKAQg9AbjTz1xSLemjYSbbm15M694UtJ2iY4i1nYgpq64qpQw0elrlXwYkNRRZnWYx16MyCqeoU+G7nlpdy1+g8AEnwDeLHrQNwVDXcLOv9YRwvP8dC6hTy0bmGDPUdDsPrMccYs/sEeRHooL47a3A3L5wDg56ZmalJHRie0RF3L99sm/+yKypmHo4XnAHhw3UJ6R8TTN6oJAO2DIq544Yd8XRm7zzn7RIEIXgCWX3trlQH+1cTswzv/z95ZB0ZxfW34ibsnJCEhCgFCBAKEoMHdtUCRCrS0UG/56i0V2v5q1GkpBYoXh+Lu7gQPAUKchLitfH/c3Uk2u4Eo1nn+IXtn5s7ssjLnnnPeVxJ7MEQLNy8AlvYcXaH5LiX2QqXWzQ6nZc/FzrIzbvaTKn19IY4+DPKOYnvyKQDWdHifXSlnWXpjD909IgAoVikwM5ZveR83Ho4CYhkZGRkZGRkZGRkZmQoih6UyMtVAqVSxZfkRANJTsnliUmeMyzFoPHtElCakJWXSpnso5hb3/vg91XE6xcVCcnLqd6MIrQH53rL8M1PUvZ8+HEvP4ZG06R6CUS2touZm5fPRc3No1kas3vcc0QrnOpWTcI1NFKu/A9uFsPX4ZaIa+/DqsA4AXEtM5+O5mzn068sAbD9xhdX7zuLl6oC7k5AV9nC2p6hYQVZuAYPfnwPA9eQMTl5JQKFUcfTiTQCCvN24FJ9KaIAn377YH4BurwuT1OYTv8PbTdSBr/7sqaq+HP8ZFCoVz+9cxdEU0WR7NCWeS3fSmNt1GA7mNVNWZWn66Pyc5SuKKVAqgNrJxGQU5pOYK/oNEnPh/w5s5KvjuxjdUBjujmsUgatl+TLByfnll4p1r9dA6oGw0Vy7Sq3mpzMH+OmM6GdwsbSme70G9PcPJspDmA0+anmZjTcuoSqnZ3hSqDAhruksTGp+LibGxjhXQ7q4JilSit+eP2IOl7tPt3r12XLzCiCyjB297v0bVTYLU4IacxNPzV8KjCp4i1qoVPDH1c24WojfkvOZN+niHs7twiwu5yQA4Gb535UKf5x5dL71ZWRqkNKCFtob9txs0XPw8XN/MXRCRyI7NS73+ML8YravPsbyWbu4FZcmjZ/cf5kPfxuPjb3+j1BQmPgxn/XFr8yavo7Jnwwmqouo1y8uUmBmrv9xNDI2IitDfOFrAxilUsVv01ZLfz/3bn8srCp2I5SRmg1A7IUEmrdvCIjgBeDorgsU5hcR2ioQe8eKqU1pX8eKBj2nDl7l7JFYtLv3GB5ZoeNKs3a/UFObt+kozvbWtAjy5rt/duvsM/rTBQC8NLgdo7pE8OXC7aTcETdmJy7f4qleLfls/ladYw7GXGffT1OYs1EEpbZW5izqJrxfPpi9EQB3J1uSM3Jwd7KlWQOvSl/7f5VpR7ZJAYyWk2kJjNy8iEXdRwJUO5gpr1QqbuzUSs0TtewXkvKydcaCHF3Z3P+ZCs8RvFB4U+SVUoXTlrtNaBLJxOBISeWtNjidpl8GlV6YLynM/X7uMH90GkyHuoa9nhJzsw2OAzTVKHMBeGo8ZJb3epI39q1nXdx5AG4X5LHo8ikWXT6FrybgmdgkkicaNK1w0/eDZsnl0wbHXSytGegfXKPnup4t/MIGrJ+LWg1/dRlKhNuD/36Zf+kEQLn9T1296zOtVXe2aoKYr07sItoroEoBq6VZI5Iy/4e1uSj/qmP/Auam3hU6NrpOCNF1QlCX0YxysbCnSCUWC8zlUrLHEvl/VeY/SbbGJPHJNp9QXKTQ2372yDWmzXoagBbRQor2wsnr7FgtvtS3rzlOTmY+Xv5uDJ3QEYDgCF/cvZ0pT/BPm3mZ8slgJvf/nu/f/ofFh0UQs3L2Hv76ev1dr7lX/TcNjp8/cZ0fVr4kBRJqtdpgQKRUqvj8JSEXGnP8Om98NYJOAyK4dOoGAKamJrz9w5MVDmAAPp8i5us3pi1hrQJ1tv368SoaNvWh84AIaezwjvPYOljx9g8iOHByFdmRJb9tJz42FYDn3x+AjV35N7TzNh0F4MDPU3jys4WkZuYyfUJvAIw1Cl4dm4prOXstkfjUTCmAAcjJL+ROTgGD2ofyZDdxbct3n6FZfS9iridLEsa5mp4XgI+e6gHAZ39vZdXeszT2deej8d0r/DpVhjxFMSn5ObhrelZqq2fifrH86lnmXTxucFtMegpjty4FYHH3kY/8c70b2uzF603b1/q5TpbTy6ENpMY3ak54qWCkLAl5WeVuMyTiYGliyoz2/aSb17WaYAZKbtDfPbiZrTevMqvzkIc6kLmcKRalTqYlGNz+VOMWFe4tqghKtZqX96wF4E6hWEgbu/Uf5nUdBvDAgpl8RTG/nDlY7nZTY2PebdEJT2s7mmmu8XjqLRZfPsXIBuGVPl9h8WXUKHG0FlnvigYwpTHSvAPTi7JxNrcjMT+Dv66Jxap3godXej6Zhx85iJH5T6K9UV98+EOsbcUN89xvxGr74l+38f6v46Tx3z9bS2piBlY2FvjUFw3jg5/uwLzvNtFlYAQjX+xaqXMHBnsR1ioQVw8HaWzAuHYMm9hRz3/l6c5fkJYklF/WxEwHRDbFwVmUgpQuXdNmbMa0+5SiQv3ArCwz3ltGXT83su4IJaJ2PUOloKI0cRcTSb6VQavO+quPybeEAtLU0b8ZPIfZkkM0CBE/RnX9XDmw9Rw5mfmMippW7nXl5RTw/i/jyt1+7PdXpb+XfjSWS/GpJKSJm67QAA8ysvNZu/8cAD51nGjZsB5fPtcHlUpEl+H1vdh/9hqtGvuQlC5WnCcPasvBmOu4OdiQdFvM1bRBSXO9tkm5fVgA74/txrbjl8u9vupiYWLKuK1LpZu/2iA2Kx2/eV9We54pu9cwZfeaas1xSpM1eHP/Bn7q0L/a1yQDR1NuGRz/OXogAF28Aw1uB8hVFJFdVFju9voOhpXoTIyM+K59XwBS8nM4lHxTb58dt66y6NJJntSUtT2MlJeBAbAxNWdMDV/7j6f36wVMOcWFjN36DwBLe4x6IL48s88fNSjNrmVCcCT+9sJ3bLBGAfB46i0+PbKdNh6+UgbOEAF1FlC6wDA2ZRT21j0BNSbG+r9B92JP6jkUKiW7UoU64dakk4Q5+jExsCfrE8SilxzEPJ7Ijf0yMjIyMjIyMjIyMo8UciZG5j+NNtuSl1PA2vn7AAhp6U/rrk0oyBflRMHN/fSOO33oaoXPoVapKSwsxtKqRIr3o9+fYte/J/n4uTkATP5kMHbG1vds9s/PK+TVYT/iUkdkcd77eSxObmLlyt5JZGcWH/4IKxtRb//22N8B0auz8MAH0r5als/aJf3db0xbg+f79MV5JN/K4NO/JgAQHlWyiqst3+o0IILoPk35aOJs5ux8B4BZX6wlOT6DeoFiFXHvxjNk38njz21Tqetbspp78dQNXhnyI627CeO8934ae9fXoCxB3m4EeZeYNbrY21DfS3e12N1Z93kPah+qN090uHhe9eqUv4KoLVPrEtGgUtdYGUyMjHgxtLVkmPhfYXdCLKn5ubhZld9wLnNvFGoVxw1kYjyt7eh8lwyMljiNv0xZtJLc9nfp5THVSHHPaN+P7mv+JMtARmdPYlyNZGLUwJXMNOpq+nKsTc2rLR6gUKlYGXuu3O0jGoTVmBAFiCzkT5o+pbLkFIvXbty2pazrMx536/vnc5JekMcvZw2XktWzFb89L4eX/F5ovZimH99JbnERr+xdy7KeomTYUOmgnWUHzV8iO+5g3Qc/118AY7ILduvtfy/eO/03SrWKl4NEJndr0klO34mjqVPNC+HIPFzIQYzMfWPhqdOMCg+THsdlZFCoVFKoEKVPpsYmuFhbYW9hybWMdAD8nJw4fDOeMA8PAJysraQfqiPx4oc6zMMdi2oqE62dv19q7B//ei8AKehITbzDxqWHads9hIDG+v4dWtJTRBlSWbUttVrNuPafSWVbhlCr1dg5WrN1xdFy9yndE5McL240fnhvOR/OHK+znzaAqQhHdl2Q/i6vJEzLFy/PB2Du7ncrpKxWlmV/7OD/Zoxm9Zy9TPpwoDS+5Lcd2DlaM+WTwQB6JXX/RQYHhBDsLEoX/e2dsDGtuhdN6+W/SkpVWgLsndk+cEKF55h74TgfHt6iN/5jh/708ytfAEPm/nMyNYFcRZHeeJd69St0kx+blW5wvKGTm8FxQ3hY2zE1Ipp3D27W22ZrVjO+SkbA63v/5fTtpBqZryLMPn+U2efL/46uDVLzc3lj/3r+7nr/yqG+PbWX3GL99xDAZ1GiP7C0L5ON5v90SEAI8y4e50RqAp8d3Q7ABy273OVM4h3p51ry21MS4FQcpVoFCJPL0mxKNNyLJ/P4IAcxMrWOGvFVlVtUJGmHJGdnk11YxMD5C3T29bSz44WoVsw+KtyBr2WIm/VmdUUT6vORkTy3ajXBddz4e5hofLydl09d+8rX0WopKlSw6q89tOwoGvibtPDX277wxy1sX3mMGateLnee/72xmFvXUvlq0SQ8vJ2lcWMTY2Zv/z8dxbLc7AJGtZ5GmEZx7MOZ4ynIL8LdW5iotelmOGCKj03lpw+WM/iZaIC7Kqjdi/SULM4cjuXpN0VT/LDnOknb3h3/BwAXT9+k14hWPDO1T5XPs/kfofbVZVALOvQO59jui+xcKwQSzC3MOLDlLG9+M9JgP85/FVNjY0I0QUy1KU9pogZQqFS1NrdM1diTEGdwvFsFTUmvZhoOYoKdKteXMbJBU/6+eIILGak64339Guk8VqhVUgansgyrH3Zfg5gHxYGk65LgQINyepJqinPpySy8dNLgtlFBTctVtAN4NrglCy+fRKFSScFeHWtbnm/SqlautSwKtVLnsVaZTObxRQ5iZGqd1//dwOrzQq3mi10iVdy/cSPeaN+OwU2CCfcUAcq07Tv4tk8v1l+8JAUvWk4kiObf7/aJ1HtMSirNf/4FgH6NGvF9395VujaVUsWfX6wjMz1XysDk5xbyzVtLGDZR3NTbOYrgo2XHRnrKXfO+28S87zbpjP30/go+/etZnbHSAczlM/FsXXkUtUrN8x+IjISRkRFW1hZsXHwIgAU/6K96G5qvOkHMtlXHsbQyx72es962xBvCiyU3K5+gsHpVPodarcbUXHgpdB/WEoCxr/bghT5CglalVjNwfHsdBTOZmqVQpbz3TlVE63XyMFMTAgaX7qTVyDz3g23xV/TGbM0saO3hW6Hjr2beNjjepJLN5cZGRrzTvJOkPgcwJDCETl4lJW1/xhzhh9P7eb9lZ4YG6pd43oshgSG08xTPy9PGXic7UFn2JMYxZssSvXEbU3Pota4vAAAgAElEQVR2DpoI8FiXOmqXOt4/tMWgP46vnSPvteh81zl87BwZXj9MJwj68thO3CxtGBIYUpOXa5BzmTd0HvfziuTL88tq/bwyDw65sV9GRkZGRkZGRkZG5pFCzsTI1Drf9unF/3XswKpzMUT5iFX9MA8PziQl4+fkxIdbt0n7mpmY4O/kJDUD9moYRIi7u1S2MqmVMEecsf8AL7dpXe1rO3ngCusWHkCtVvNiv+90tp3YJ2R0P/mzfJO7sa/2qLTE8rE9F1kzbx/eAW4kx4vSDS8/TYmA5nkHN/fjmyUv6h2bcD2NZ7p8iX+j8j0eKoJarWbL8iO8Mn0Ypw8KkYIOvYW2v6JYKUknm5qZENnx3tmeHauPs2O1qD8e3/FzabxBiLdeliUjLUfqe8lJz+NWXCrxsal4BxiqudeuCIr9s4rTsDfTL6coUol+JnNj3abbQlUeFsbWmpk0xpyaufIUmVibOqCLtvixhPSiBJzN9Uv7UguvA+Bmob/Cna1Ix85UN8NV9nxFqgIKVXl6+9U0Wtft+zl3bnER35zcA0AnrwDa36UERaZm0PY9nU1P1tvWw6cB5iYVc5c/Z+B4gCZVKG/sUNefjyLF92NecTHPhYiyIm3fzVcndlOoVPDGvvUcThZmqJ+26l7ha7U2NZNkfqvLL2cOGBx/PqSVTgZGpVZLkuuPE39rvJyOp+qLQpibmPBz9ECsK+DjNCWsDStjz5GvMXpVA2/uX09GYT7PBres0WvWMiGwByZGxlzM1r32fKXhvh6Zxwc5iJGpddLy8kjNyWViZEv23xDp3tNJSbhYW+Pr6MjMgQMACHRxxtzEhKScHP4eLvpdnKws2XUtjgGNS26kk3NysDWvmebQiHZBfPDreCytzSXVrb0bz/DZ5Hm88JEo9XJ0rVlVmII88cXad3Qb3ntqFgA9R7TipU+HUFwovvhjjsWVa24JoFJWr8/h8I7zhLQMoF3PUBb8oNt8e+NKMiqlCBrDWjXAwureP1x3UycrzdHdF/ni5fmSQai7tzPfTl3CpN7f0HVwCwDa9w4jLCoQU1MTilXitdqcNJPedaeQp8zkbOYOABrbt0OlVuJi4c3uFCE60Ny5D/F55wlxEPNvTpxJT88XMDO2YEPCzwB083iWQlUeu1IW0MvzBQCMjcRN06LrHxKbo9sMamVixwsNRI+QpUnJe2GX5pxD672r93osvv4BKQVxeuOTg/7EwUzcDN7IPcPtolu0cikROYjLPYWXVSPMjGvOzb2glGt8TaMop1TtvUObJZWnv84f5dWm7XkprE2tXcfdiBs7tVL7Ry37haQ8Xcf6IEdXNvcvfzGjLMELRblkXi2+9mVZf/1iudv6V1B8IU9RTFy2vjqZjZl5lYOF8Y2a6zxWqdW8uU8Y+xaWKkdcekX4s1zNvM2szkNwsrDifnEyLYEDSTf0xj2t7ZjQJFJnrOfa2VIQ08TZnaaudYl096ahY8WFDx42EnKz+PL4rnK3f9CiS4V79Dyt7XglvC3Tj+2UxlRqNZ8e3c4NjffVh5Fda9TwdJx/GfGAUMguzud81k2G1hMqamrU0gKWzOODHMTIVJu84mLpS33e6RN42tkR5OxKQxexYp5TVEhiXjaWGaa08fEBICknm6TcHPo2asj5NNH46e/khBro0iAAdxtxs3jxdhqDQ4Il9ZMFZ08R6ORMhHddrmeKL0QfB0eMgPlnT9E7MAgABwsLTIwrVi1paWWmIxscfy0FgKZthIxuYX7NrOakJorrXTtf9PXUb+JFm+6iTnjL8iNMmTaYsa/2BIRqWP+xbWnaur5kaJmZnstf/1uPkbERoyaL1c07t3NwdKl8kHVwawzPvd8fIyMjHDUN9RdP3aBhuA+XTpeY1LWIbljFZ1tCYb64kZvz7QZOH7zKtD+fITjCT9ruHeDG/15fxMaloh9o49JDBEf4MfX70SicxP9FdJ0nWXpjGleyj0jH7UieSxOHaAZ6vykFIdYm9iTkXyLUUdRumxqZawICNWbG4j2UVZzG2cydFCpzWXNL3Gx2ch+LvakbN3LP6l1/vjKbfWnCeK6L+3i0mRoTo5KvzztFSRhpPgMOZu54WzXmduEtlOqSm9gQx05YmZRkYs5k7iAmczdbk2bpnK933ck0c+pZgVf23ijUKhRq/eZ71xqo7XezsqFFHX1X7S03r+jI1KqBb0/uISkvm09adQcMy67KVI9/rp4xOO5sYUXbun4VmiMmPdlgP0QTZ/cayz7MuXCMYwZW+7UcS73FsI0LWNxjJK6W96cH5edynOnfjIjW67MxNjKSxAouZKSy/Kr4zvDRmDt+2qr7XZvfHzZUajWv7F1nUI3siQYiO19ZSexngyNZc030wZbO7M3TZHuuZN7m67a9JXnsmiCl4A5/XBX9qe82GYGdmRURToFEON1bVlzm0UUOYmSqzYwjB/j9+BG98ePPilXujIICErKzsDAxISFblDy0qefLlYx0/H/6Rtp/6eARzDhykH03r+vMU9/JGSszkQ04k5KMh40tn3TsKskqLjx3Wjr/+zu3AnDwqeekQOhe7NlwmiYt/DE1EzfCV88l4FHPBReNVHLC9bSKvRAIJa72vcP0ZI5VShXfThUNrg1CvTl1QDTfjp7SDRDeNEbGRvQZLUrkGkf4MnnA93zx93OEtRJfwgt/3EL9EC96PRElqXt9/3//8OK0QfQcXjn1l9EvdZMkpJu1FcHa2r/30zDch8M7zkv7RXUOrtS8Zcm+k8f6xaJMo36wF8WFCuwcdMURXD0cCI0MoI3GJ8bGzlJSSrtdmAPAhaz9dPeYSDvXERSohIv0naJkmjsLQQdtsGBaTgZjXcIPnMoQYgmHb6+htesQbE2dMNOUn1mZOHAsYz1e1g3JU2QC4G0dzImMjTR16k64o1jp252ykD2pi3TmjskUZVPhjiKw7Ov1ClnFqToBDEBivihPLFSK67+Rq3/TaWpsTl0r/cAxozBfWtV3sbSuVAOznbkFZhr1p0ZOdejg5c+I+mH3OEqXYOc6tPf0o4GjKx29hKJeG09fPVWpO4UFvHNwo8E5Fl46SXqBkBn/OXqgHMjUIGvjzuupgGlJL8yn/t//q9b8h5Nv3ldhgyuZt5m0cxX/9Bxdq+fRlt5tvXlZb1uYi4fkf1IaCwOfPSOEbDmU+Kg8Kvx05gCHk2/qjbf28OFTzaJDZTExMmJG+34A9P93rl5Gcn/Sdbqvmc1HkeJ7tSqiDmU5kn6ZDYlC1fTdJiNIKbjDh2cXUs9aLKa+E3z/JKpl7h9yY7+MjIyMjIyMjIyMzCOFnImRqTYDgxrTwccPgLbePtL4zSyxor3nZhyOFpYcSohnUoSoL+69aC5lixbWXr7IhGYt9DMxzi609hKCAGdSkvG2d2DCv6sY2FDUeX/XrTcTm7Vg67WrknGms2XF66lDIwNY8eduhj3XEYBzR6/RvlfJSvXOtYY188ty/sR1vn/nH7avOc5nc4SRoImmFGzudxvpoZEYvp2cJWVitA360ybNZeana/TmNGRA+fOHK3Ue//Ducho19cUvyKNC1wlgZm7Kga3n8G/oQXTfpgBM6PYVnQdGcHT3RRqEijIhL//q1XnbOVkz6ClhXnbx1E2+fnMx/y403ECrbez/fWNJL5CViSh1K1YV4GTuSWrhDVIKrgHo9JIoNf4ApUu8StO37ktYGIv3RHu30RzPWE+GMpGswlRp/hbOfbmcfRgVIsPX2L4tp+9sA4xwtRDv6w51RtGhjlgdXhkvVqYHeev3XNiYOtLIvg0XskTpYHPn3qg1ZTqzYoXXUI5Cv/dAoSpifcKPPBXwrc54oVJB+xXivWCo3Kei7E+6zv6k63xRql69MuxJjKuW2d/GG5cA+PrEbqZGRFd5HpkSTqUl8u7BTffe8REjKS9bEnQxrWBpcGWZdkSIypT+RGnP9XnrngY7KAyV1blY2jCny7BauMLaY0+C+B79/tRevW0hzu783nFwtV73+g4uAHwe1ZNX9q7V255TXMgbmt6o1dfO83ZER4IrKeNdmj51WzI9RpT9ZhXnsejGbl5vOIj6dtUTwZF5uJGDGJlqk5iTja+Do964t71Iq9uZixKfNt4+pOSJUpo/+w5m1aXzWJma0slX1A/XtbNnb5kABmBcWDMu3S4p6Qqt486LLVrpKNjsvH6NaF9/NlwRN0lmFVS3AWjbM5QX+36HvZMoc8pIy6bzwJJmVBs7UXK0dv5+qZ9FiyGfmFMHrrB9laj97TakBfm5hYRH1SeinejXWT5Lv4Hy57WvYGJiwvbVIh3evlc4tg6GA7Gv31iMncavZvSUbuXup1SqUBSXNM7+8vEqrl8WxnB1fV3oP7Yd7t7OUi9Hq87BfPjsbBQKpVTmVlHKUyer38RL+ttYo0j28udDdcrfzh29xhtP/ELrrqJ0Q6tcBpCrFIGw9oY/V5FBelGC2K9UKVNpVTI1hgwYjaQblcziZBSqIsIcu0pKZ9dyThDi2ImUgjhyFEI5aeH19wE4mbGJ6DpPAmBr6nTP10KpVmBlak+4XTeG1BMiB7fyLmgCInhRIxKg7a3ZnjyHSJcBd53fw9qOKHcRSO1P0v+MPGrsTrhW40FMdYK7R5mz6Ul6C0Kl6eETxMyOgyo0V+91fxGTnqIzZgTsHzIJzxrsX3gY2HjjksEyqtebtgcot5HdpIrGnA8T5zNSeGH3akD/c9PAwZV53UZIv9vVZWBAMOczUph57lC5++xJuMbehGv08w+WXn9fO/17ivKIz0vjREas9DgxP52Xg/pX/aJlHhnkIEam2pibmBDopK9cM3a1MJkqHZi08hIr/M9HRLLt2lVOJify6d6dAPQKbMAvvfozr/8Q2msyO8cSEwh2cyM9Px+AlcNGcTn9Ns+uW0m/IOH87GPvSDN3T4qVSuwtKv/Fa2pqwthXe/Dpi/MACAqrR8PwEoPHAePacScth479m+HboPIyo1Y2FlIAUx7Wtpbk5xbyw3vLAaR/70W9wDr0HhkFQFqSuOH/63/ribuUxI0rySiKRYbCxs4SV08Hnn5L9JB4+rjozeVW1xGFQolLHXuaNK9YY6p2/k4DInjrm5E62z6bPI+0pKwKzQNI8tKlKQlO1MTlnsLdMpA6ln4ArLz5Je3rjEKtVuk0wndyHy/9bWoseqn2pS7F2kTchFmZ2HMiYxN7UxdLgVB/r9dILojFwbyOFMRoae820mCGp7wbx+u5Z4h0HoCdWclrbG5iRUrhdUyNzCgr4Qxq1Aaa78vySSsRWFqamuFubVtll3NDhC7+nuyiQp0xEyMjro55q0LH1/aKeUV42IOY2rq80UHN6OXbiO80ktaLLp1CoVZJTfHTo3pUaJ7sokKDfTURbl6PVQBz8U4qAfbOBrORke71eO5+ucurVPx5/ggdvQLuq7LZzZxMxm5dqvd5D3URmfy5XYfjXAPKcFqhgBd3r6ZFHW/6+jViXdyFcvdXA2uuxbBes0/XevUZ3bAZ7Tz97qkptir+IO3rlPQvXcy+hZOFHXUsHq3+JJnK8+gvKcjIyMjIyMjIyMjI/KeQMzEy1aZdPX2zP4C/Bwy963EdfXVX+7ULldosDEBzT2Ey2Lt+SSajqbsnwxqHGJyznn3VVl48fVwkKePLZ+L5+s3FDHlGlLv4N/Jk3Os1I3l7V0otN3Ud3ILXvxphcLdpz8/hwFYhYdtjeImHgVZNLeZYHEnx6XgHuDFgXDtpPq0aWWnUajXzfxCqXav+2kO9wDrcvJrCS4NmADB52uC7ZpGMTcRFN21dX2/bqMnd8PTVz/hUBgczUSPdxf1pjMtkQ4b5iHKvsvr/WnNLgG4eEwFo66arTPNyw3l654rPi0GlVtDeTWSULmTtw9XSlyJVPpeyRSmEVoEMoKfnJIPXHGCrL0fqZuHLWP8vDfoUtHIZhI2e6aY+gQ7lv5av7l1Hh7r+DPAPvu9GfMUqJV1XC5nogf5NmBQaVSn1tJpCmw0qS02oal26k1bteQxJXdcUzhZWknz1CyFRLLt6ltYeovzQ2dL6bodKHEmJN5jN6u9fdYVCpVr90KnQvbJnHbcL8kjJz9EZtzO34Pt2fe/b5+f3c4f56sQuvji2k96+oqpgakS0JNVcG6QV5DJ26xJS83N1xtvX9ee3aNFjqLUzqC5v7Bf9LjtvxbLzViztPP0k6endmn4cQ2g/JxtvXGLjjUv42TkxooHoUe3pE2TQr+i5+j0xMy75zrE1teSjMwsY69+ZKJdGNfJ8ZB5O5CBG5qHhQf3UFeQX8c1bS5j63SgArpy7xT8zd7BtpehPcfd2IqBRXer6umLvJEo0LKzMsLA0Q61Wo9QYQxYWFFOYV0R+XhE5WaL8rW33EFpE358vUW0vycR3+2FsYkJkp0ZSv4shMlKz+frNxZzYJ+RFhz/fiXGv9mTRz9uYrzHAfHf8H4S1CmTgU+1p2VE8D1PTkn6jGctf0jl3abSiBWWZ8c4yZryzrFLPrWwAU5qaMjDztg7m6YDvpcfaBv7y0JanVZTyrtPGtPo3LZHu9Xh17zr+iDnMR5Gi7CzSgIdLbbD6WgzXNSZ2M07vY3nsWb5p24dW7vXucWTNUlyO8ebDQlEpY8faxNPGnilVMBbdk6h/Y2lhYsrAgKoFMemF+QxcPw8rE1HS+WrTdvT0uXtZ7f3A0tRUL4ABeKZxyxr1LSmP9ELx2/DLWeFNowb+vS5KqLbEX2ZSkyimhLWp0dLM+BxRajxm6xKuZekKigyrH8r0qJ41er7fzx1mQxnz1b2JcTRyEmVzHb0C2Hkr1sCR+sRlZ0hGnF8e30WAvTPd6jVgSKBYyAxydNUJYAA6u4fTyT2MlTcPcNJYnKepU0B1npLMQ4ocxMj8p1EolHzz5hLGvNKdqC6iprZD73BadGjIij93A3Bi3yUOxJ+72zQ6jH6pm+RI7+Csb9amUt57RXbriqNsXXFvFSi1gZXT1t0MZ6mgxHhyxexd/DNzJw2b+vDDKqGWpW3CH/1SN9zqihvrnz5YwelDVzl96CoBjUVWbOI7/QjXZF4MBS/3orzGfrXq4e5peJgZ2SCcCxkpzL1wnOEbFwDCe+HDll1qrEG3PGbF6HpExedkMmrzIqZGdARgYhnH89qirBeFlrix+upxdyNq2S8k5WXrjAU5urK5/zMVniN44bd611Rwn4KYqrI7IU5vrI9vQxzMLfV3rgBv7VsvObQDPL9zJS3qePNxZFeaVND9vSbRZpnK9oJo+f7UXoNKXRUhrSC3RjJ+RUolM07v40DSdeZ1E5n46mY1L95JZexW4VGWnFcSvPnbCxGRf66c4Z8rho1Sa5rSPVeTQqKkZv/K9LMp1Sp2JcTiaiUyjEGOrtIcA72jpL+NjYwYXK8N57P0xRtkHh/kIEbmP4m2If2v/61n9Evd9OSJw1oFSiaTxUUKrl9OJunmbal5PvtOHvm5RRQVFlOQLxoYC/OLMTM3YfSUbnfNgCiVKkxNTaSsjjReXBLcdB/WklenGzbnmvb8HI7tEatcKqW6Qp/ijNRs1i08wN4NpwEIjwrky4XP0yDE8Gp996FCDjoo1JtZX/zLkGejJVPMqqJUitfc1l63adTE1Ji6vq6EtHx0XK4fRqZGdGTLzSsk5AoxhWVXz7A/6Tq/Rg8k3LV2ZEa3xl8x2AyuVKv5/NgOAGzMzBgdVDnH76pgyHH8fpfW3Q1ni5KyrgsZqZLsbC/fhkwObfPAyq7issXK/NXM23rbVsSeY0VsxRdw7sXRlHj6/zuX50LEIsYbTTvct/8jbYByxcDzfNg4fTtJCjgqo9JVloNJN3hu50oyiwqkMUcLS75o3Utq5G+/4rf7LopxISOVPr6NJFnqV/eKEj9DeFrb8VJ4WwB61GtgsDwysziPpw59z4p27+hta2x/fzPCMvcXubFfRkZGRkZGRkZGRuaRwshQOcp9QK4bkXkoKC5SYGZ+fxOSsecTsLGzwt1b1xMkNyufRb8IL5H+Y9pSx8uwZ8iZw7HU9RMpdG0zf3koFCL7sWHxIYIjfKWSsLtlimqLnMx8bsWl0jDc5947y1SJ1ddieHmPrrGcuYkJv0ULn5DO3oEGj6uqxPKA9fM4lZaoNz6xSSTjGwmvJRdLayzuQ6N/2TIwb1sHRgc1ZVJIVLXmgcqXk4UvFsIY2cWFNHfzoo9fIwYHiDJPM2Njeq+bw7WsEinvVu71+DV6YIWb8GsSbUnP9CoaoFYFbf/F8p5P1lqWsDR7EuMYpympKi/rMLfLMKK97t03MXTjAo6mxOuMuVracHT45Apdy8GkGwA8sXmRwe3d6tVnakRHySyysmif3W9nD/L1id0oSz3fbvXq80mr7nhY20ljx1Jv4W/vjKOmbPBBZC/TCnKZun8D2+Kv6oy39/Tjl+iB9yyJ/TfhKNNjlvJzCyG2sif1HLfyRMZN+1v3ZqPBOJnb1sLVy9wnDL4x5XIymf809zuAAaRAoiw29lY8+39973l8aKTuD+0XL8zBwsqMV7/Rb0TXNuH3e7INR3fEcD5PlNwEtyi/dOv4rgtsXiKaTl/9ZhQWBlTNAN4f8yupt0QpyvTFk3EqJ6C6dU2UG50/GkuXIbr9ET9OXYy9sw3jpvYr93q0xByJ5ae3l/LDhjfFczMz4ek2HzPp06G07NxEZ1+lQpTmmZiKm6VT+y/z5ycrAfhu7RuYmBrz5pAZDJ7YCYCm7RoyZ/oaJnw0WEe4YMmPmwlt3UDv9Xpj0PdMni5q1v3KETBQKlTS+Q1xcu9Flv+2nU/mG1Y5qwp9/Brx6dHtAJICUZFSyaRdqwBY3Xus1FxbXXYnXDMYwEyNiK504FAT9PZtiLetUHlr4+FbY8+zKizqLhTuPG3scCrjufHOwU06AQzAoeSb9Pt3LvO6ihLSuynR1TTryzRgA1LQeWTYZOyr0FN1KzeLtst/1Rs3MTJicmgbRjdsCkAdq9q/qUzOy+GVPWsfeh8hLd+374eNadUUwrKKCnl9378AbLkpBFu8bOwlsY9u9fRVJJu7eemN3W9cLW34s/NQVsae44vjOwEIcnDlz85DdUyty+PUHdG8n1EkSvAGeLXiZl4axkZGJOaL3ygz44obYMs8OshBjIzMI46xiRFe/nXuuV9GajbvP6l/Y2GIRhF+AJiYGv7iX/XHDnLu5DF9yRQAEq6llBvEePmLm8lF328kIzWbIc91luSsh73Qlf+9JOSOj+8WCj05mXl06BehFwQYmxjj4GKLqZnuNbnVdeZWrHAZX/LjZl75ehSzPxNu1Ct+3653PX19X5b+Pnvwis427/ru9BvfQXp8YNMZmrQsCRoTr6fh6etK3PkE6tUvvzlZUazkha7TuXkludx9tPzx8UomfFgxR/V7YWpkzEB/EdD9EXNYGi/UNJVPP76TuZo69OryjcZcsTQTgiNrPIBJK8ilWCOf7GxhVW5W54OWXWr0vNUh2Fn/87jlpnivLbx00uAxt3KzGKYRZVjac3SVV+Irw7WsDIOBqPb9suZaDE82rHw/0/rrhk0Nh9cP49Wm7So9X1XJUxTzzPZl5fZbPE7sTrjG/x3YKPXE2ZtbMCkkiqcat3ggkudVYVBAE0nS29io4rqTmcXi/ze9UGRQ/WzcyVOKzHI3D/H+tTWtmkCFzMPNo/HOlpGRAeDQlrO4eDhQP/TuzYqrZu3Er5EnTds11Bnv0D8CgLd+HKeXJcjJzGPjwgPYOlhxWONDUzZgADi6PYaTey/xxdIpUpbm5J6LbF68gAkfDsLWoaQkJis9Bytb8ePx5Ou92bP2OH18Xtabs5fXFOlvUzMTGjf359iO88x4S7/kovS+AJO6fK7zuGGEH0+/OwCAyG4hNGkZQMzRWJb+JPxw3p35DPGxKfwxbQVj3xSZr5BWhsusAKztSn78Xug6nV+3vq2zfdmv23Bxd6DT4BbS2OXTNyoUwACs/GMHkRpFufA21RNPAJGRAN0gRkvZMpiqoJVOLX3z+0ywEIJ4t0WnCs2hUKswNapYS2ZKXi691/1VyausWWrCJ6YiaOV3p+xew4Z+T9X6+VbEntUbMzU2xkIjWbvg0skqBjH62R2AcZoSw9pGm3V5ec8azqaLz6E262NpaqqjmvYoc6dQNOx/cnQby6+exdrUTFpEeD6kVZWV5e43J9MSOJGayJhGzSr8vVCavnVbsi81hm8vioyzjaklFsamhDn6s+i6UBn9ttkzOJjpq4XKPNrIjf0yMjIyMjIyMjIyMo8UciZGRuYR4sLxOBb/sMngtr+mr9F5POT5LnqZGC2jmr5DVkauwW09R+kb5WWkZnN813kAzhy8wnuznsXExFjqPWnfvxnxsSm82P1Lvln1KgCuno6YW5rz4djfAHj2/YFYWFvQc3QbWnQUJQN/f/0vz308hDlfrGXM670BaNFZbOv+RBQ9RrUGRHPmucNXmf/NBqYvKWmgfar1R3z410T8GhnuMyrILeS1Ad/yzq9PMeR5UW50ct9FFny7gTFv9CGwiZCYXjtnNxEdGuEVUEevnyYhLk3KOFnZWODi6YhKrZJK1s4cvEzrnuHSObPv5DHrk1W06BTM0R0xALjXc6bToJYkxKWye81xad8RU7pTXKgoV8ShKjR1E6+Fm5WNnjO3SzUbx5VqNV+XKSObFBLF1Ijoex5bpFTy5JbFACTmZTOr8xAaOt67byXYuQ4NHISQxeXMtCpc9aODtnymIn0A1UWhUrH48im98SEBIeRo5Kr/vX6BwynxFTZO1ZoqnkxN0NvW3M3rvvUpafvCtCV8/vbO/K3pN3p937+PRSZGpVbzxOaFAKTk5fBq03aMa9gcR4tHI/sCSCa5Y7YuJbuokPXXLzCzoyitrYzIxXcXVuk8zlUUkAt8GjaGI+miN0jOwjyeyEGMjMwjRu8n2zLlyyekx19NmYtfw7oMn9xNGnt7xE/4Nixf9efvo33PiBwAACAASURBVJ9gbmnG7M/XYGUjGncbNvXFwcWWy6dvSOVkWjYvPsDGhfsB8Aqow/dvLMTO0Ro7jdeNvZMNvkEe2Dlac2irKFHpM6YdltbmdBwoyqy2/nMYR1c7wlo3oG1vcdM/96t1ALh7O/Pj20sACI2qzxszxkh9M1rWztlD/dCSm6nZn6+huEiJm5cTJzS+OeFtGmBsYiwZijbv2JjfP1pBXk4B7zzxk858H42fqfO4YTM/vl/3Onv/PQEIwQSAzyb+iX9j0fyan1vI3C/XoVSopJK1X99fhouHgzTP9YuJhLdpwLJft0nKOGq1MCZ1dLWjNJsXH2DOwY8xtzSjptDeCEfXDWDZVV0TuwH+VXNf17Lo0kkdP5F3mneqsJnlp0e3c7hUOdsTmxaxqPvICt3Yzu4yFAAbM3MczC1rzFNl7Nal7E7Qd6ovi1ad7KsTwjl8VswR1vQe90DFA6rLhhsX9YJcEyMjJoVGSWWH/16/wO9nDxHZuWJBzN8XxWfHUAv9qKCm1breivLr2YPMPl9iFNzczYs/Og/BuYzAwqOOsZERv0YPBMDD2g4r05r7DrkfFCgVPL9TiK1olRGPpMQzRNMXNr/bCLxs7q6+qeWt4CG8cWK29NjHWnwup51dJH0HN7Cti6O5HMg8bshBjIzMI8b6+ftYP3+f3njZTEznIS3LnWPxD5tYNEM/o+Pi4ciTr/fSGx8xpTt1vJ0Bocalvakvza7Vxxj4bEcat9BVT+v+hKjR/vrlv+n/dDTHdsbo9LVogwutUpyzuwNlObXvEldO32DKFyOksaz0HAZN6MjF49eZ9swfgFBTix7QXMqSLJ+5HUdXOxxcbPlm9WsAfDphFhkpWXrn6DZCGPC17yt6ADr0j+DVft/SolNjSbRg/tfrefb9gWxcsF86rrioGGPjkpvqkFaBNIrw03l9U+LTWfLjZr1zZqRms3r2Loa90FVvW3Xp5F0SxDR1FdmZyaGtqzxfdlEh357aK8njftm6F0MCQyp07MYbl5h38bjOWEZhPqO3LGZFrzHA3U396tnqvyeqwx5N4FKRAKY0YxqKnrLfzx7mlb1rWd177H2Rj64Nfjt7SG9sgH8wfnZO2JqJzKMRsE1jaHqvgK1AqWDJFf3Mjjb719evUfUv+h7MPn+UL4/vkh4Pqx/K51E9HltlKn97Z53HauDyHZGt9LK1x9rUvMLN8feb9w9t5nxGit64Vrlv2MYFLOo+skJmn5HODRnlG83geqKKQKlW4WV1/xT+ZB4cj+a3r4zMfxY1Ez4cxOCJnaURQ5mYv//3L36GMjGaJdKRr/Rk7Ft9dTIx5pZm7F5znILcQv3jgPNHxQ3fV5Pnlnt1XYZG0nVYK+lx0o3b7Fl3Qnrs4eOCpbVhydbiIqGINHRSicpUTqZQnVn68xYSrqfp+ducOXCFVbN28snfQqY4tLWQEH3mPbFCOXBCJ94e8SPOdRww0tx8/7xpKk517Onv/yrLLnwFQFZ6LotnbEKtUutlgNr0DCNAU3a24Jv1etedeitDL5NSWFCElY2FVM53YNNpg8954keDDY4DpOQLuVCVWo2zhXWlS4w6eQUS6uJBE2d33m8h3i/VueGeee4QRUql5LLdztOvQsfF52Ty1n791w3gdkEe47cJ/47VvcdVSc63suQrivnw8NYqHeup8dcYEBDM8qtneWHXKmZ2FP+H2uDuUWDnrVjOpesKT9iYmjM1oiMgJG9B/B/vSYzjqxO7mN156F3nXHH1rNRoXpopYeLGsraDvYWXTjLtyDZMjYx5u3lHoERw4r+CEfDaXpHdPpteMWGRh5WE3CxGbl7Eyl5jcLe+uxS3sZERLzToQ45CvP+W39zHOP+HR61QpvZ4dL51ZWRkZGRkZGRkZGRkkDMxMjKPFBUxhQQY82Yfg+OF+aJhd0Dga6hVhs3f8nML8Q4o33dm9Gu9eFLThF+aaU//Qf0Q3dp5d29nMtOEdr93oJjz2M7zd732jQv2M3xyNwryilj5x04A3vxhLKMj3sPCylxqvL+dnElBbiHfrX0dV09RcpB0PQ0XT0c9E9OT+y7p9cQADAh4Tedxyy5NaNVNv0RKbcAob+0cId154USc3uuRkZJNfm5huRkYLb9/tAIokVbWZnwAbmqapIdsmH/XOe7FmdtJBhu474VSrTYoK/zkliXVup6yXMsSZnTvHNzITx0G1Ojchvj06A5iy5hNahkU0IQDSTdIysu+6xyvhLdj9bUYtsVf5QWNkeiPHfo/9KVl2nextrenNFPC2+iteI8KasqexDi2x19lT2IcIFzUy5KvKGbGaf0S13q2Doyu5V6Y+Zo+nPcPbcbD2o6fOvSnRQWFCB5HBmtKPB/1TAyIbMycC8cqJBwC8G/CEQD+uLpJzsT8R3i4v3FlZGRqFAtrUeu+5tp3Os70pdm4cL9eY39VMTI2kvpJMlLFjeGQ57sw4QOhQFPaIHNSl+kA9B7TFoC8nAKefK2XNA+I3pjLp28AUJBXRFT3UCmAAYiNuYWZhSkuHmIsP6eAlPgMTu27xJpr3wElvTf9fF9h+cX/AeiUg2mDpLgLCeRk5rHi9x1ED4jQeV5uXo70Hd8egE6DWrBr9TGCS5lixsbE07JzE/o/LYwz1/61m3dmPs3C7zfSd5w4bskPmwlr00Dy7imL1knb185RUvF5nNmXeJ0ipbJWlbnWX7/Igksn9MbDXUXp5RetexK98vd7zlPP1oFnGrdk5rlDbNY4ow/ZMJ+ZnQZXuBn5QbDsiuiRikkv6UXQGnM+07iF3v7dfBpQx8qWlPwcPjgkfJY29HtKzzxx5rnDJOfl6B0/NSK6VvtRfjpzgK9PiMWE9p5+zGjfr1KqVo8jQwNDAYh0r4e/vRM2puZVmkcNDN7wNwAnDKjNGQEjg5rycWTXh6bnaISP+G798dLaB3wlMvcLOYiRkXnEUavUqMrJqujsp1ZL8r6lZX4N0bpHWLnbFny7gQXfbjC4rYkB08jE60LNKj1ZZBYCS2VrYo7E4hVQh9SEDKnfRWuW6VwqwFGr1aiUKoKa+hARLRqEk27cJi+7ALVajVKjRnbm4BUunLhOc80+37wynx83vsWZg5eZ0OETABqE+eDgYodCoeTnd0Q/RmFBMYpiBR0HtuDKmZsAbF9+hPH/14+OA5tLfTKKYiV30rL5Zevb0rJ2UWExq//cRfQAYeTn4GLLjhVHGfZCVwryRX+RQqHk2vkEGkX48flzQkUnNKo+Flbm3LiUJAVipY01tfzWcRBOFla4Wok+haqYwd2L0MXfSwpBWkyMjLg65q0aP9eD4vTtJF7f96/eeD1bB/7oJPpaKpNJeTm8LeviznNL45B+Nj2Zvuvm8FFk12qrwNUGdwoLmH58p86YlakZP7TvD2DwRtTUyJjnQ1ox7cg2qeF6+rEdfBwp+u+0UsW/n9MXCejj24i+fo1r8ikAJdmkT49uZ96F47zTXBisTmgS+dA2sd9PtH1lIc7u1Zpn/sUTBoMXLdZm5pgbm5CnKMbB/OEIYmT+e8hBjIzMI46Hj4uO9HB5OLjYMlmj7tVnTLty97t86gaFBcV64yZm4ofqrZ/G0WmQ/qrtj1MX42/Ar6VNLxEQxRtwsPcP9uLrl/8mNSGDFz8fVu41KYqVBAR7YWNfIpMaGOLN7M9Xs2jGJkw0QYajmx2jX+sl+ca8OH04PkEe+AR50K6PUB07uiOGhLg0+oxtT/YdITGbl1NA16GRtOvTlMiuTQAY9UpPvYb91j3CmNRlOjl38lAolAAYmxgT2MRLyhad2HORDv0jCG1dn63/iJu77IxcigsVtO4RRlR3sVK6Z+0J1s3dQ/3QelL2yVAQ09ip/NI+mXuj9S55dvty8hW672sPazsWdh8publXBmtTM2a078cTmxYBoFCryCjM5+U9a6WMx7RW3fG3rzkPoOrwfwc2kF6QpzP2fovO1He4u4rTmIbN+Ov8Uam8ce6F4zR386K3XyNe3itWvPPKvK7u1rZ8FtWjBq++hIsZqQDsTYhjde+xUiZJpua4mZPJF8d2GtymVamb1WkI3mVUA/+5coaePkHY3QeBDhkZkBv7ZWRkZGRkZGRkZGQeMYwMNazeBx7ISWVkZGRqG5VSpSfTrFar9eShHyYe13KyhNwshm8SrubajAyUSAgv6TGSwDKZiKhlv+g19mvNLg3xZ4xoJv5E4xJfGlMjYwYFNmFyaJsK+V3UFnMvHOfDw1t0xsY2jGBaq27lHKHLurgLTN69WnpsbmJCZ69ANt64pLOftp/p764jaOVer5pXfXfUUKXysRGbFnIo+abe+Nwuw4j2CjBwhC5DNy6QzEC1uFracHT4ZOm60vJzcbMybKy4L/E6AKO3LDa4PWbUa1g/QONKlVrNE5sXcdjAa9TczYu/NBLrpeXQtTd0U3avYW/iNZ5r0oqnNT1WD0Lsot3Wt9jb9av7fl6ZWsXgx10uJ5ORkZGpQcoGMMBDHcA8riTmZTNy8yKd4AXAx86Rv7uKssqaCCy0XiS3C/P45cxBnW0KtYp/rpxh5dVz9PIVnkFPNAinjafvfevfiElP4bNjugFWF+9APoysuMFqX79GbI0XAgarYmMoUir1AhhjIyO+a9cXoNYDGKhaAHM/uHwnjR5r/iTUxYP2df0BaOvpS7irJzam5hxNjb/r8WYP2G/o95jDBgOYNh6+zOo8xGCApf2/+L59X17YuYovj+9iwaWTALzXojM9fYJq85Jl/sPIQYyMjIyMzGPF5cw0xm79h0RN072WJs7uzO06TMrE1CRvNYsms7DQoPqZQq1ibZyQFl8bd556tg4MChC9V1286xPm6lnjN+VatbCJO1dQpBT9W9rg4scOAzCpZGD9WSvR43IkOV4SMyjN2IYR9PFtVJ1Lvi/UdvVJkKMrS3qM4vNjO/n5zAEA6V9TY2MUKlW5x1qYmD4wpa/zGUKx7psTe/S2dfIK5LeOA++ZVTE1Mubn6AGM3ryYw5ps1fM7V9LRK4DprXtKZrG1hVqTE2rnFoxKrcZYXjx67JGDGBkZGYmbOXdwtrDGxkzIcv5z9TQhzh46zeVLr55ieGA4AGkFojF+d0IsgwJCic+5Q6HmhknbMLwiVjQ5O1ta42/vjI+tk84N2/G0WziaW+JvL/aPzbqNs4U1jhZWbLxxAYBePjV3c6RUq8kqKGBf3A3p5m5wSDDxmVl0mzWHYs2Yu60tm58dh415iUTpsjPnGBraxOC8dwqEW7R2JfXQzXhC3IVCkIOlBfnFCizNTFlxNgaAQGdnLExNcLKywtepJCOw8ORpRjXVVYdTqlT8cfgoAM9HRVb7NXhc0Zb5PLN9OZlFuu7xA/yD+aJ1T6xqsVTnk1bdUKNmoWYVujxu5mTyw+n9APxwej9uVjZE1w2geR0hq93MtS4NHF0rHWhoySoqZOxWobynzUS19/RjpkaFrSrlShtuXAQgOV9fShlg7oVj5CqED9UbTTvc02X9QVF+CFFzRLrXY2XvMZI/0ydHtpGnKL5rAANQ9wHJc+cripmyew0AxSqlNN5Poy73Xbu+mFYwQ2RmbMLMToMleeZrWRnsvBVLt9V/8rEm+zckUN+LqyYw0vyyfBE+vlbml3n4kBv7ZWRkZGRkZGRkZGQeKeRMjIyMjIQKNe8d2cSqa2elsU51A5ndaTgLLosymayiAo6n3cLc2ITsYtEMfjjlJq8fWKczVxevBmy7dVlnrJ2nP3sTr+md19LElAKlotzrujb67So/p7IUK5Wsjrkg/GU0/jq3srIoVCikLAxAck6OtPqoLUA5Gn9LysSsiRFZotfW6XrmvN2pA/7OTkxcvppAF2cArt5O583odmy8eJkzSUJq2t3WlmndO6NUq/HRZGKMgLyiYtRAcrZY8fawsyUxO4ehoWL18pvd+xgeFkI9R1150/86K2LP8faBjQAUat5LZsYmko/IU42b1/o1GBsZ8XlUD4IcXQH49Mh2FOp7r/2n5uey7OoZll09I4152thzYMikSl9DgVLBM9uXcfFOqjQ2wD+Yr9v2rlKpkkKl4vNjO5h9/uhd91MjJHYBVl+LYUT9MJ4Jbomf3cMhMa2ldKahNjECRjYQGetgpzoM27RAyvyWRztP3/twZfpMO7KNK5m3dcbGNGwm+QFVtizLycKKmR1F1m/A+nnkK4rJKS6UfJoOJt/gk1bd9UxTZWQqi/wOkpGRkbh0J41A+xK1pjebdqSlmzdn0pNo5+EHwPobF7iZcwcfW0fpZrG1hy9fRPXm13MHmNSkNQBLrpyik1cgjubC+yRfWUzHuoE4W1hLP4p/nD/EhMatgJLStFYrfmRq044YGRlhYVzzX1ED5y7kym3dH+zfDx9h64SneLV9GwKcxU1XbHoGOUVFWJiaci09AxCBR2J2Np52dvQLFiVu/YMb8dvBI0xs1UJzXDrvb9oGiOBFi7GREYNDgqUgxtvBnudWrGFAk8YsPCHKTlZrAqMvdu6mv2b+D7t24pllK6W5ujUIJKeoqMZfl0cVpVrNZ0e3691kN3aqw7ft+jwQn53xjUTAFOToyou7VpNRmH/X/Zu51SW6rj/1bEUwa29ugWUlS760Xi3P7VjBkZR4qWTz5fC2vBJevi/U3bh4J5U3963n9O0knfFABxe+bN2TX84KIYPt8Vd1thcplfx98QTzL56gracfIJzku9YLxNbswXqI3K8gpjThrp68EtaOr07sMri9gYMIel+t4v9TdVh29QyLNGVvWl6pxntGizaQ/ziyK2/t113o+efKGa5nZTC7y1CAB/6ekHl0kYMYGRkZiZs5d7ApdfN0ISOFPr6NqGNpK/USqAFnC2uauXpxM0c4dp+8re/sfD0nAzszC8KcPQBYcOUEQwPC9PbTom22fj08GnMTUxLzsqlTjkxpdVg1bhQh3/6oM9bW14dr6Rmo1GoivIRRZlpuHnEZd3CxtmZfnJBFndQ6kl8PHGZK2yjGLFkGwJGbtwD4evdeAMI9PZgzfDDNZvyic44eQfXZFRsnPQ71cOeF1q0wNzGhta9ouJ7asQOrzp0nyqceYZ6in+btDZt1gqEtl68yPCyUxnXcauolQWWg2Vn5YOT3K0xqvgh6X96zlv1J4v9Hm2l4ISSKKWFtKlzHXxpDr4WhsYrQxsOX9X3H89q+fzmQdENnm/bavm7Th4EBwVWaX8udwgLGb/sHgJNpCdiaWfBduz4AdKvXoFJzFSgV/KpRWfvl7EHppl+78DC2YQRTI6KxMjXjj05DAJh+bAezNFLTpVEDexPjQPOvuYkJ7Tz9aO8pVLva1/W7p9lmTVOgMJzxNTOp3Yb6J4LC+fbkHp3MnLGREU80COddTbZQ24t4PziWKr633j24GUDqv/osqgdPaDJINcHw+mFsunGJbWUC3cMp8YzbKt6zS3qOwtRI7m6QqTzyu0ZGRkZGRkZGRkZG5pFCzsTIyMhIDPRvQmxWOjM7iBVWO3MLztxOIsLVi+NpYuWuv18w3jaiH0NbBlDHypakvGwdF9vJIW3JUxRxMk1kaQb5h7Al/jLdvEtWhv3tnKW/tfM3c63LjZw7PB8cxQaNOllNolarWTFmlJTp0JKam0uEV11pNb9RHTeae9Xl6u10ugfVB8DS1JSeDRuw6dJlFo4cDhj2q4jPzOSnAX3p2VA813XnL+Lj6IirjTXLx4wE4HLabSYuX0Xf4EY0cHWRrmFiqxbsv36D04mi7OyDrp3wtLfnXLKQQLU1N6NToH+NviblZRq02ZiqqmTVFrtuxfKapr7+dkEeAB29AviwpVA/8reveh+G4axU1TWtPG3sWdh9JHMvHAPgf8d3k6so4rMoIVlc3SxMUl42Y7Ys5XJmGgAhzu78HD2w0h44amDttRi+OL6LhDISys3c6kr9EWEuHtK49n3xXovORHn48Na+9QCkl1M+V6RUsj3+qk75maOFJU1d60rzBjm6EeToir+9U63IDecb6L3zt3cmxNnDwN76GHovqCrg3+1sYUW0lz87bsUC0MMniJfD2tLIqeYyqhXlVFoiz2wXmeRCpQIbM3N+6tAfEHLKNYlCreKNZh3Ykxin1xOkzQZ9e3IPbzWLrtHzyvw3MKptzfRyeLjrFGRkZGT+QzSY/7XBXoFLo98ASpzYHzTFKiVfn9jD7+cOST8i9R1c+L/mHenqXb9GzhGx5Ae9m3BvWwf2Dn6+RuZPyc/hUPJNSb62Opy5ncTEnStJys3i2WAhvf1WRIdK3fxvuXkFgG9O7uZCRqrOtiBHV15r2r7CZoXa123aka2sio2p8DUYwghw1/iKNHOry6/RA6s1n5YXd60mq6iAUFcPOmjK2iLd61W4eb3/v3P1eoTszS04/cQr9zz2TmEBBUrRu+RRy54phkjOy2HOhWPMPn9U6mf0tLbjxw798bYVC1M5xUXkFBdq/i3SjJU8zikSYi7ZxUXkKgrJKSqSBF5yNftka/aHEpGNu2FlasbBoS/goOmflJExgMEPqJyJkZGRkfkPo1Kry2121o5XNohRq+HIedED4u5sR+qdHHzdnTA3Ez85Ry/coFUTX/aeukbrED8AHGzLv4GJSRdZqNf2reNCRiretg68Et4WgEEBITWaKSo0oCClvIe/R2WoY2Vb7QBm6ZXTALx/aAuultYs7D6S1h4+FT5eqVazLu48v549qBe4RHn4MEETEHX2DqyUCaezhRUA37frxxP1w/n06HbOpidXYgbxXoty9yHc1VPKJvnUoMLZz9EDqnW8offHvfxftDhaWAL390Z9+dWzLL8q1CYPJd/Q63VLzMtm6MYFNXpOM2MTKSjyt3fCz84JXzsn/jwv+qZuZN/R2T9fUcy2+KsMDjDswSUjUx5yECMjIyPzH+Zu0tbaFdbKNhy/8L9/OHrhps5YoJcr9jai/FCpUjNrzUGuxKfxZA+h5PXyCP1yEoVaxc9nDvCjxhiyro09n0V1Z3j9sFpzNi9U6b8eWuWvB02xSsmHh7eySGOmOTKoKe8271Sh/587hQUsuiyO+/viCalkTGtKOcA/mCcahBNg71zuHJUh6v/ZO+/AqMqsDz/3Ts9Mem8QCL0LCKJSxN6wYV3Xgr2trvVb+66uruta14a6dkXF3gsgKgqoCNJ7D+l1kkyf+/3xztxkyKSQAgm8zz+Zee/b7sxNcs895/xORi8+PekiPtkiPDKP/7GALTWVzfY/JiRA8M9DjiW1CwQ9OouwJ6UxbZHR3lfsqqvRhS86g7BRm2GPo19cEn3ikugbL66ZPrGJ9IlLItsRH/XBgs0objl3VysD2NbCtSGRNIdM7JdIJBKJRCKRSCQ9CumJkUgkkgOY5kLJrAYjlnYWozvzyFFYzGLsMeMGcs+LX3HO0QcxdYx42v7Cxwt5e44onlrvad7L8d3OzXy9fT2PHibkgk/MG9ylIgNBTWtzaNC+YFN1BZtrKnjn2PMAkcvRGr+V7GTWhj/4fOta3evWOzaBiweP4fjegxibmg3seUHDtqAgPDwAJ+UN5uMtq3lmxcImhRXPGzBKFzroXhISTYlWsLI7XzPnDRjFf1cIT2ZrxTbDKEBubAIDQ7Ve+iekMCA+lX4JyeSHPHW2PaxjBHB6vijY++iyBRTVOyOOWY3ydlSy58irRiLZj9mwRiiD9R+chdvlJRiqUG+LMaN0M8Upyb6hcYx8TOjG5KS8wVw17BASQzkOe0pqgoMTJoibV6/fzx0XHk2Cw8bOEhELP7B3Gp8+fBk/LNvE4SObV1o7OrcfR+d2TsJ+W/A2MujCvx2HZPTi5oMm7bU9tMSgxFTePubcNvX928KvAJhfsJkxaTncMXYqh4cKT3ZEva29GBSF0/sO5bS+Q5lfINTJ3t+0ilxHPLccNKnbGy9hfFEMlmx73D7YSdtItsYwLU/8Lr63aYXeHv688+OTGZmSyciUTACGJqUzKDEVu7Hza9aEa8GcO2Akjy1bEHEsfy/XC5LsH0gjRiLZj5n1vx8AOPviiTirXdxx3esAPP7KZQSDQQYOyaZol7ixzMhOwGg0UF1Vz6plIim7T780AoEgOb1TqK4SUraV5bXk5afxzSdLyc0TT+rssVZ69dn7UqGSjpNosXHb6Mn0jk1kcrYwKDrjBsZuE3Mc1r8Ptzz9CX+74ChSE0T+hbPeQ0ZyLElxMWSlxHd4rc7CajByTv+RDEpM1XM0srrxDWpLhCWRu4uyXBiFBhnfzpbz3RuYDQb9Mx2VksWROflMzx++j3fVMlcPPwSA73dt5tCM3hzTqz+HZvQGaPeDio5wdr8R/PePn/VcokSLjSlZfff6PiQ9HymxLJHsp2zfXErRLpEsuXzJVkYfks+WDUIpKDbOxiN//4jPF9/NwvnrALj/tnf0sZfdcAwANpuZJx/8rMncny++m5efmsvYCeIpeVFhJXa7hUlHD+vSc5JImiOgeVBCaZ4/l/yHcanXUecrwaAKY2pjzdcMjj8NkyFG72dQwseE16Jf3HEAVHu3Y1SFilSdrxhfsJ44cy6xpqy9ek4AL24SSdBvbJ2rt01KEzfNIxPy+e/6j5ieO5H3dvwIwPTciYxI6Mu9K8UDC5vBTKLZwaMHXcnvlUJOudLr5NUt3+IOeJl58PUADIxrPTRNImSErSGPZXern9STeHjpD7rK3oMTjus0iXTJfkvUXzaZ2C+RSCQSiUQikUh6FDKcTCLZT/nm06XMfu0nABKTHIwY24fnH/s6os+1f5rJny6bAsCko4byw5xVxCc2yJuqRpUb7z6F1Ix4fvtZPMU988LDWLVsO7HxDWEIQX+Qw6Z2rPK4RNIRqrzb+HjbDP39+urPMasOpveZBYBBMfFr2dNsrPmak3o9B0CaVXgOnT6RO+YPugloHlyBCn4rehaAIH4ybWNwmNpW0b2zWV3dVB63xC1CQONMNs7Lm0qNr45nD/4LAJuchbyxdS7BK9YiTQAAIABJREFUUKhOnd9Nnd/Nw2ve5axeQsbaZjAzKiGfReVrcPpdTeaXNM+eyo13NguXb2XCiLyox975+neOOmQgAMnxdoKahqoouELiGf988RsuPW0CvTOTmLNYeOCPDvUvKheJ9m9+8RsnTRxK/96pzFkk+uRlJVNcXsPgPumkJDr09X5bvZ1h/bKwmhtuJb9dtI5xw3pH1H1yeXzYLA1CAPc8+yV3X34s1w87FECvHxWeEyA/N5XEWBuPvjGfa846HIB/vTyHe644bk8/Msl+jDRiJJL9lNmv/cSnC+8C4NrzZ1JeWsPtD54JgKoKJ+yEKQP1cLIf5qwCoLqyLmIeg0El4A+SlCL+eX3xwRLOnTGRlUu3sWGtuPkbMSaPpb9s1sPLJPsHmyvE9eMNlBBnOZhE2xRspu75HQc0b5O2I7Me4JuCWwEoc6/R272B2tArDVAorP8dgKXlL5EfezQHpVyCEkpCLnOto8y9jjLPOo7PeaJLzyEaj4y+AoCPdv7MYSlDWVm9lanpowD4qvBXSt1V9LKnUeiqACBIkCv6nchNS2dGzDMhZQh9HMIQu3fF66ys3grA/zaJULqxSQP2xunsV3gDRZgN7TduC52vYTFmEWseDYDJ0HqNnhc+WMgND3/Q7PFjDm0opHry9S9QVlkbcfzbkGESJjHOxtghvbjpkY8A2LijlI/nr2Bg7zSWb9gV0fekiUO56/Jj9ffvzfmDax58r8kenv7bdMYOaSi++uG85cTGWDh5snhosKO4CoNB5dXPRPHL3PQE3ZjKyxIJ/g+9PIcHrj2JkgqnrnRYUV3PVz+vYdLofGKs+9aYlHQPpBEjkeynfL3k7/rr59+9hs3riygOJfEPGp5DVWUd3366jLz8NAA++P5v2ENPz5Yu3gyAhsbGtYXk9kklM0f8gz10yiAURSG3TyoZWULl6IaLXuDIE0dKI2Y/I6i5Aaio/5aK+m/ZWvkANpNI/k+xn0K642zMhvR9uUWdel8pJ+Y+A0CpWxRYzIwZzfjU6wD4qfjfVHm3AvB7+YuAyIXZ7JwTMU+VdxtF9UuZnHmv3scfdDE25cqIfkHNjapY6GpR4LBxMjKhLybVQLypwVNa7nFyZq/JlLqrWFAqqrKfkDWOt7fNbzLPL+XrGBIvkrkfGnUpdmPHKsdvLL8VoypED2ItY4m3jseo7n3Vs33JiqIz0LQg8dZDSLAJBbtE25Q2fw7FzlnU+xqMCpspnwTr4STFHEO89ZBQa9Pra9LofH74fVNEW3K8ndQkB3ExFr3t0ZtOJSXBzjPvCCWwuy4/lqfe/pFLT5/AT8vE3/jRg0UuVFKc8KzfeekxfPfbRv7z11NQ1Zav7dLKWr546gr+MVN4+B/8y0nc8tgnuiESRlHAamlektlsEkIJO4oq8fiEDPi0ycO46O43WbethPF/flTvu2jFVi49bQKXnT6hxb1JDgykESORHCD0HZBB3wENTw0Tkx306Rf9BvSg8Q1KMaPHCwWhgUOzI/pMOmqo/vqLX+7pzK1KugmqEtOkzeXbAsCOqsfZVf08Y3MWYlBj9/bWmqCh4QsKBb0+sVNZUvY8AEkWoTI2NuUKejkmNhk3JWSsNKbY9QdVHnGeqdYh1Hh3sKbqAwYnnK732VJxL6V1n2I1CcPAZuyD3TyIGPMQYs0jATAZUtq8e1DYVfsJAJn2E3AHCjEbUsmwCkNhdfnf6RVzGwMd4f5wdq9xVHuWk2j3MjbpCAAshjSGJzQvW91ZuHwbcXqWhd69BKjEWoSHKMl2FKmOUzvkpegJqIoVl38LpXUfU1r3MQAKBpJijqJ34m1YjXktjjeokcpgLt8mXL5NFDpf1T/L4RlNvS7/+svJGAwql9/3NgC3X3IMjhgLNz36UUS/X1Zu46m3f9Tff/aj8La//vmvetsjN57KoaP6YDAIz2O9W3g0vf4AFdXCK+/zB0mKjyE2xkIwJAalKgp1Li+JcTHcctFUAGKsZnx+PwUl1ZSGPECD+6Szq7SGx9/8njuf/lxft7Fh8u8bpgGQm5HILY+Jz7GkspZ120qifm4+f9vq3Uj2f2Riv0QikUgkEolEIulRSIlliUQikURla+U/AdhV878mx0yGZPok3kOK/aS9va19gkZQl2YGCGpeyuo+1j+bet/6JmNiTP1JsE0mxX4yDnPztUTWVzzKluoXI9pSbIfTP+kGFhZMj2g3qrHEmQcBUO1ZQYypN07vOmxG4SmdlPtt+05wD1lVfB7V7kXNHlcUE8Mz3sdh3n9l15ftOj4iHKwx+cn/It1xVovjVxRNx+n5vUm73TyYPkkiHDjOMjbi2Ix7ZzFt8jAefKnp9zyoTzov3SOKoRoMKv/7cBFD8jOaFQIIc+9zX/LlTw05Y/EOK289eCEnXteQV/XAdSdx5LgBPPiSCL/86LvlLc6ZlSrqP3346CU8+vp3nDRpGAN6p+rn8NK95/LhPDFHcYWTK6cfBjQk9q/cWMiQ/Eyu+1dDzk2/3FQeuO4kemceWGGLEqCZuF0ZTiaRSCSSqCg0XyhxUOoLeshLRyirFyEmTvev5MT/pU3JzfsCZbfABVUxk+Y4kzSHMDLK6j5lW9XDePwFep963wbqfRvYVfMicdZxAPRN+gcxpsgk+ty4s4kx9SLZJuL8C5wfkmgdTTCKWMFB6U9iD+Ulbal6iW01rwHgarTu3qH5QI7kmONJdZze7Q0YDRGW1NJ13hJh8YfGGNRY+ic/TFLMMa2Pb2bdERkfoyjN3541Z0BUOSOV5mpdHr3obEvcfflxuD0iFyU5wc6u0moCgSAnHC4UJ3MzEklJsLOzuIrbLjoSgLOOGcV5f3ut2Tmnjuuvv95WWKkbMI0ZMUDUXXr7K2HIbSko577nRX7NtedM4sfd8n4AXvvsF044bAhjhsi6RhJpxEgkEomkOaLcpOmHlI5Xgnf5trCx7CZAeDYqXPMYkvYyIJKcewbiAWGKfRpJMceyrfJfFDpfbdKrxv0LACuKzmR4xrvEmAbqx2zGbLIcp7Ck+HIABiTeRLxlGMV13zAu8w0Aqj3ixjXJOh5/UMjhGlQbaTFTKamfR6J1TNedYhRa+v77pTyMIUo+VXfj9wIhOR1jGkS8dQLx1kOwm8PqXm2Jtm/aJ8Y0oE0GDND871crRTTXbCmO2l5UVhPxvqCkmpy0hFa3oaqKnnh/7KGDeOWTXyirqiOukUxyncvLsnUFXHiyMMYtZiOv3Xc+/Xun4vMJY9DrD3D2ra/wxVNXRMwfDAZb3QNAn+xkfc0JI/JIjo8hzm7Vk/g37Szj8x9XSwNGoiONGIlEIpFEpb1PqNvK5oo7I7wNHv9OVhQJGfDBaS8Saxndpet3NqpioU/SPcTbRGjMhtIbCGj1EX0CQSfbKx9hUNrzepvbX0ydbzOj00VtmsLaz3AHitAIEtBEcnWG/Tg2VAqJZ6d3AwBG1U5u3NkclP5Ul59bU3p+tXoFceNe6ZpHpWseAKaQslhizJGk2k8j3tq8CpayDz4DRYHFr98Y9diMe9/SX5dV1ZGa6CApvnVjcuXGQo4aL7yDNbVuXB4fc39Zz7ETRNjiio2F3PTIR5x5zEH6mLBxFAxqfL5AqAE+9vp3HDk+0ssY1DRKKmsjEvkhMrE/LL0M4Ap5hLy+AEnxdmZ/u5T/fbQQAIOqMm5Yb73+jUQiE/slEolEIpFIJBJJj0Im9kskEokkKturHgFgZ/XTTY6NyPy4xWT11iit+5ANoVCyaKiKlYGpz5Bom9LuNfY1Ts9S1pTMwB+sjmg3GVI5OGdxu+cNaCL3waDYWunZdawuuYgq1w9Rj43vtbJHhJOtKBKS2Q1S0ZEoGBibs7jZPK3lhdOo9a6MaIu1jGF4xuw2rb+y+Fxq3E2vgwm9NzTrBS0oqSY7LT7qsXq3Vy8CuWlHGXlZSbp0ckvsKq3WE/GddW427Swn3mGlT3ZyKyMj+X3NDkYNymniJfEHghij7KMylMNTXFbDoD5C7n9LQTkA2ekJmI1d6wmW9ChkYr9EIpHsL7j9WzGp4iZDVWO6PPSrM/EHq3Tls+YIam7Wll7B4NTnSbBNbnXOet8GVEWEB7VWnyOMpvnwB6swGZomHbeXQNCJqoi4/ljLQQzLeJtVxefjC5TrfYyqo0Nr7EvjpSsorftIN4jyEm/fg/o6HUNRmk96txrz6Jt0b7cTmmjOgAEiqtjn57b9MwwbMACxdiujBma30Lt5woUzdyeaAQOQGGuL+AnsseEkObCRRoxEIpH0QAqqZ1Jc+84+W3954Sldvoam+VhX9hfGZM8HaLESutu/jXWlVwOQ4TifXok3t+oN2FL5D0pqP6BP4h0ApMee17H9EmBl8Xl4A0UAZMZeRGbsBQzPmM3aEpHsXO/bQGbsjA6tsz9R613BxvLb0DQfANXuRQxKe36vKJupNG/EHJT9bY96MCCRHIhII0YikUh6IKn2U/epEbO3UDDqalwtGTEGxYamiaTgQucrVLrm0T/lMWItBzXpG67NUeR8C9DYVHEnADWe38hPfkD3pAD4AhWoqjXk/Wg5mbjI+Tp13lX6++1Vj1BQ8zxZsTMYmj4LgKDmwmJs35Pu/Q1/sIb1pdfqBgyAN1DEqqJzGJD6VNeHErakvicNGImk2yMT+yUSiUQikUgkEkmPQnpiJBKJpAcSZx3HqKyvALAYczqUSO0LlPNH4Yl4AyVtHjMi82Pcvq2sL7uenPirAOiVcEu799BR1N3yRNz+7awoOmOP5iit+wiXfwtD0l7FqMYBsKniDirqv273vgJBJzuqn6DQKQoDjsz8pN1zdRS3fysgPFoG1bHPvQ0by2/F7d/RpD2g1bO29HL6JwthiRT7yXt7axKJpAcgjRiJRCLpkShNKr+3jyAbyv66RwZMmKSYYzGq8eysfg6AOOsEEqyHd8Ke9pzGIWBhFAyoiqVJexARvtQ4jEmfBzNBzQ0IIyYv8TYqXXP1ULX27c1CRuw5AJiNGe2ep6OU1n0MwI6qJ7p0ncXbO57Poml+NpSJeiiqYiUp5ugOzymRSPYvpBEjkUgkBzA7q5+myr2gSbuqWIizjgdoVkpXVcyk2k+n0PkyABtKr2doxqxOMq72DEVp+u8sLfZs8pPub9K+s1oUh9xeFVmAL9E2lcFpL0a0WY15DEt/F6uxV6tKVbXeFVEFD2Ito/eplypMhuN8AAqqn40oMtpd0RCV4LdX/UcaMRKJpAkyJ0YikUgkEolEIpH0KKQnRiKRSA5AKl3zAdjeTGhRv+SHqPdtAJr3xABkxc2gKJTv4QtWsqr4TwxLn4XN1K9zN7wXMKjR84piLaM6NG84F2VPCGpe1BbqmLQHk0HU4Bia/jZWYy5GQ0K782L2h2KXPZEaz2+U1n1Ebvx1mA3pzfY77v6XKKiILLJ65TGHcM1xEwB49NMfAbjx5In89ZVPeewikXf0yKc/cNahI8hNTuDHNVsA8AeD7CirZl1BKWnxosbR9SceBsCuihrWFIhQVIOq8ulvq7l52mQyE2P1davq3CTYrfxj9lwA7j7zSIqrakmNswOgqi2r/kkkzSGNGIlEIjnAcPk2s77s+tC7YJPjeYl3kGKfxvaqR1qYRQPAYswm1XEaACW17+ELlLOi6GwGpArjaF/lyHQnPP6iUJ5N9Nyd3al2L2Jj+S0MTHkKh2Vkp++no0aZZO8TLpa6rvQqfIFyKuvnMDhNhHHazYOb9J80JI/bT58KwKodxQAs31aoH691N4QTKo2kw/2BIDazKBr709ptAFx93CEcMTSfeo8Pl7chjyyoaWQlxbG1tBKAK2Z+wLmHj6S42ommib8PmYlxXPXCB6zcXqyPm71wOQD3niVCBM84pOtrAkn2T6QRI5FIJAcQvmAla0svIxCqvdKYvERRLyUrLlyMsamBE6ZxonuvBJGAXV73BQGtHn+wktXFF4WOXU92/NX7XAlr36JR510DELVuTZjwjeqGshvwBkpYWXw2fUM5PWmO6V2/TUm3ZVP5/wEN14i4PoRYxOC0F4mzHBzRf9aCP5i14I+ItgkDejPt4CHYLW3z8PkCIifpsDue1dv+77QpAPxp4kE8/eVCnp+zOOq608YOAaDG5Y4wYBrz3iJhzEgjRtJepBEjkUgkBwgBrZ41JTNw+bZEtCuKiX7JD5JqPz2iXdNaMGJCSdcAZoNQ3MpNuIGtlQ+EWsXY7VWPUVb3OX2T/q4LBRyI1HlXAs0bMZrmZ33ZXwB0pbig5mVj+a0A1PvWkpd4OzKVtWU8/kJdkc6oxkUVfOhpFNfOosI1t0l7+EHE6uILGZj6TERx0PgYK9X1bsbm5zBxcB4AifYY6txe7Baz7ilpiVq3B4A5d1+G2+djQ2E5k4f20Y9fc/wELpgymsUbhEz2D6s3c9ahIxiam45BFdfpAx/Ma3b+vNSWhTIkktaQfw0lEolEIpFIJBJJj6LnP6KQSCQSSYuE8zHWlVxJrScyxMSkJjIw7bkm4SgAGs3XRolWNyUr7hKq3AuaJHzX+9azsvhckmxHhvpdRpx13B6fR0/EqMbhD9ZQ41kCQEbsn6P221RxB9Xuhc3Os6vmJbyBUgakdG2Nl56O0/Mr68tu6PA8P2/r2871l7R7bJiF2/rvUf+g5mZt6RUMS59FrGU0ANPGDuGiqWOY/fMKjhoh5rNbzMxftZmJQ/J4b9EKAP3n8Bsf0+e7+IixAISdNekJDr5fvZkyZx0GpeHZt4LC89/+wmnjhgLCE9MrJZHb3viSW0+dDMDfTpvK9ScezoMfzNfzacb0zeagvlkMzk7bo/OUSHZHGjESiUSyHxMI1rGm9FIAatwN8evh0K4BKY/p4WC7EzZ+ohMt1ExhQMoTrCo+T88BaUw4JKbCNReHeQTpjrNIijkOoNUaLN2Jgprn0DQ/mXEzWlXhshhz8HtXU+3+udk+O6qfpKR2dtRjMSZxA5oUczQ2U377N32AkBRztP6dBLT6fbybvYem+amo/waLQQhBLN1awFHl/RjZO5Mz/vM6IJL2/3baEaTFOfj0/y4CIC8tMWKeF+b8QozFxC8bd3DUCKEwuGpHMQOzUgkENC6f+QEAlx89DpPBwMVTx7Bo/XYASqrrSLBbueTIgymtrgPA4/Pz68ad/N9pk3noo+8BkQPz74+/5/BQmNsRQ+V1LWkfSlviIruAfbKoRCKRHEi4/TtYW3oF9d61epuiGMmJv5bc+GtDLc1HFYfzMUpq32tybEjayyTYJkcd5wtUsKbkIgBqQ7kgzRFO+I+zjifBNkn3CDnMw/con6Het55lu46LaEuPPW+Pil0mx5xAbsL1WIzZGBSbvsMwbr+I/V9aMBWNAGZDGnmJdwCQYj85arHLWMsY3P4t+AIVAIzM/DxCTaqg5jm2Vf67yR5jLaPIjf8rCbaJbTn9vU7XSywH2VH1XwDMxjTSHee2eWTY22gx5rQoI706dI1GO49De29udZ3lhdOaXN+xljEMz4hukO7OyuJzIx4shJnQe0OHhTCCQa1D0sUef4On1WJs2+9hUNNQlebXdHvFnFazfH4u2WOiXljySpJIJJL9kCrX96wvuxF/sFJvc5iH0y/5IWLMg9o0RyDY/JNsoyGx2WMmQxLDMt4BYGPZrZTVf95s37BAQLX75whvhapYsZuHEmPK1z0QdvMw4q0T2rT39qAoKuvLro8w+lrCGyjRpaorXHPJjL0waj+rMU83Yirqv8ZuHsyOahEWtqNRnZ6w16VXwk0kxRzT7vPYH9ha+RC7al7Q31e7fqZfyr9RdeOyebpClrqn0dHaK201XCLWbMGAAWm8SDofmdgvkUgkEolEIpFIehTSLJZIJJL9BE3zsa1KhCbtqnkJ0DCoDnLjhbcgM+6iPQpTCe6WU+CwjNTncphHNDuuyPkm9T7hzchPeYiEuslsqbwvam2a5td24/QswelZglEVXp+kmKO61BMDkGY/na3eB1rvuBtldZ9gMWRGPWY3D8bp+V30q/8cT6CAktr39eNWY29yE/5Cqj0cinZgP18srfsgwgsD4nNzF21jcNr/ADAZUvfF1iQSSTdCGjESiUSyH1DnXcPG8luo864OtaikO86mV8JNmAzJALh8mzAb0jCodtpyoxwOaYq3HkaibTI2U79Wx+yofpIdVY/r72vcvzIo7XlGZ83Tc1BKat+NqDMTjVT7qaQ5zsRhHo5BdbS6bmeR5phOvHUCVpOoh9E4t2Nj+S0AEQZIGIsxhzjrwRTUzGxyzG4eor92+Tbh8m0ixjQQgJz4q0i2n9jxHAhN1PTw+AswGzOi5vT0BJye39lUfnvUY7XelSwvOgOAoemvYTXm7cWdSSSS7oY0YiQSiaSHEpY53lnzDDurn0LT/CTajgCgV8LNEQnkADurn6W07oN2rbW18p/tGlfvW8/ywlMYkPIk+clijqy4GeyofpKyus/ZXeWsT9I9AM3ml3Q1RjUBozkhypEgla7vmrQ6zMMBGJz2PzyBwqhz2kN9wiTFHMOg1HAV9M4xMlTFBMCakot1AYJ9xeLtXVeB3ePfCcDKonMYlvEuVmOvLlurO7O2qpRBCS17o1aUFzE8ObryYJhtzip6xSZEvQr9QfG7WVhfg1E1YFAU0mx774GCRNIa0oiRSCSSHojTs1R/Yl3vW0e89TB6JdxErGVUs2PSHKe124jpCP5gNWtKZjAw9RlAyOAOSHmC3Pjr2VXzIiDCsTJiz99nxktr1Hh+15PzwxjVOAanif2bDCktGDGDMaixgKiyXu1agD8UWmdU4zpph8KzluY4h+1VD3fSnN0Xb6CMIucb5CVG99rszywq3s6S0gIsBnEL1ye2QWRjm7MKgN6xCSwo2opRVenlEEb5xupyRqZkotFgOj+8dD6PHz6NlRVFAIxKyQLg9XW/c0S2ENR4ee0SDkrJwm4yMzVbGjGS7sOBHXgrkUgkEolEIpFIehzSEyORSCQ9iECwlm1V/6bYOUsPHctP/qdeqbsl4q0TGJ7xHjGmAZ2aZ+INFAOwqvg8XL4tUftoBPRwrKSYowGwmfqSnyyS6POT76c7P1erqP+mSVtW3CVtSjBXMBBvEcVFK1xzCGj1FNfOAiA77opO3WdG7Hkk2qZgNfUG6IR6LU1ZVfwnqt0L9fcmQypp9tNJjz0PAKsxt9PXlAgCmkaCxcY1wyYwc5WoMeMLBjgqtz+DElL585y3AdheKzwyD/0+Xx87KiWLD477MzO+m838goY6OJ9ta5AU/3X6daTY7CwrL+SUPiKXy6KKfK16n5c1lSUADE5M67qTlEjaiDRiJBKJpAcR0OrRNB+jsr5sU6J9JGqbjJ09wRsoZlWxuHkNGzCqYiM55lgAEm1TiTEPxGxI0VXGmttbd0XT/JTWfRTRpigm0h3ntXmOcNHKCtccAAprXgZE7o+qWDtpp2BU4zGa4zttvt2pdM2PMGAAfIFSCmpm6qGBKfaTyEu8XSqIdSLh/JS7fvmGWRuWAQ11WS4fMh41FCB2WGYeABVb11DrE2IPfeOSAHhq4in8c8m8CANmd55YvoD11WX8UryD9zetaHL80AxhHL91dNuLj0okXYU0YiQSiaQHYTakkZ/84F5Zq9q9CBDFK2NMA5ocr/euZW3plbj920P9UsiKu4QMx5/2wNMjbs5K6z4lxpSP3dx1SeHtpcI1B1+gLKItJeZEXfWtLSSFjLrNFX8HgngD4ol2Yc0rZMdf2Wl77SrCanLbKv/Vap+yus8wGZLJS7xzr+ztQGBRsfgdCxswAEFNA+CVtb9x40hhJH+2dQ2AbsAAbK4RuVz/+G0uM6eczl1jj6SwXuRkLS0tIMFi042kSVl90ICbf/6ce8YeCcCId4Ta4KtHnsXkrL5ddYoSyR4jjRiJRCKRRKWs/jMAip1vYTFmkhIzjcw4kXhf7V7EpvI7UFDolXAjAJlxM/Y4fEnc1EOR83VAJSdehFf1SriZ7iIPXFz7dpO2PRUgMBtE+E28dZxuHAIU1DxHeuw5GNVoimjdhyLna4BQm4uGzZRP36T7AIizjEEJqaVJOoewh+W/E0+hT1wiz61azIR0ocyWYrXj9HlQ/ApH5/YH4IPNK/WxmXYhHvH8lNMBkeB/2XwhE76ztpqAFsRmFN/X8rP/iiHk4TEowjv60tQzSbc5qHDXU+au09eUSPY13dd/L5FIJBKJRCKRSCRRkJ4YiUQi6SAaGt+XiDyBEQlDKHKXMCi2H5W+agBcfheugIckSwJBTYRtpFpEKNL8kp+Zknbovtl4KzSW//X4C0Xeg/MlADTNR0rMieQl3YnZkN6u+Stcc0IemDBBdlaL+iku31b6pzyGqpjbvf89RdOaFuCs966lyvVjRFusZTQOy8h2rZFqPy3CE+MP1rCt8qG9FiLYHnyBUrY3KmC6O7GWUQxOexmj2nW5OAc6jyz7AYCnVvyst4VDxwBuGz2FeLOVCweOASI9MYV1NYAIP1MVhTk7N3DlUCE00S8+hd6xCby85jegwffp9vsY+vajTfZx1dBD9PUkkn2NNGIkEomkg9y/+glWVguFn972HJy+Wp4d8y+K3aUA/H3Vo0xIHsPC8iXcMeR6QBgxGhprnBu7rRETLeFc03yACKcKF6ZsD75AKZvK/6/Z4+X1X+IvqWFw2gvtTnwvdr5FsfOtNvcPn1tjtlc/AWgRbb0Tbm3XfkAkvW+t/Cf+YE3DPmvfJdV+GnHWce2etyvZXHEvgVBdm8Y4QvlLQ9Je1evg7I7LJ5LITYZkaeS0FS0IiiGi6aZRkwC4OfQzGt5AALNBjJsx+GB21dWw1VnJfydOAxqEAK4MGSKNueWgyRHvn550Kk+3/wwkkr2CNGIkEomkg1yUdxYfFnwJQKY1DavBSkAL8v7Oz/U+C8uXALCg9BcARsQPptBVQpI5gXJvJQDJ5pbUuxoISxqH1b66yluhtPAvomMSzRobym/8lJ3/AAAgAElEQVRpUjxyd6rdP7Gu9BoGp70QamkhAjrk4eoIQbz66zrvaiBSWjksad0RY0NVbKTaz6DQ+XKjVo2N5bcxMlPkIBnU7pNvUFb3GeX1XzZpjzENZEi6yJNpzoAB2Fp5PwBOzzJyE/5CRuyfUTA0278noe1m3AI4PUv4eVvHkt+D+DAQmVPUluywsAEDkGOPo8brJtUaQ5lL5LH0j0/p0L4kku6GNGIkEomkg3iDXvo7+gBQ4xNPrDc4N3N+7zMAeGbjq4xOHM5652ampE3Qxy2vXsNp2cfrBtD0nBMxKK3f4Ll921hZfE5nn8YesbP6aXZWd/2z2krXd5TUfghAmuOMZvs1NkDCpMeeR37S/U3ad1Y/BcD2qshwmcaemPDNd9gLoyhGeifetkd7b47MuAv1RPmwopfbv42N5WL+galPdco6HcUbKGZLRVNvm82Uz9D019skRtA/5REAVhdfyJaKf1DsnNUgANBNPU9tp6kR0ymzar4Oa1rMGDwagk6CnrmoViGxTKAYDOkE655DcwnJcM2/EUPqHBQ1U7z3/oRiHofmXYRiFopnKBYAgvWvo8b8uWGfnnmAGc0vvNCq/dKObVoi2UNkYr9EIpFIJBKJRCLpUUhPjEQikXSQfEcem+q2AXBI8hh+Lv+NV7e+y40DhVzwBXnTqfY5GR4/iHxHHgAFriLGJY3CrJo4JEkUoFxcsZRDk8e2ul6c9WAsxhw8/p1dc0LdCAUDvmB5q/00zd/uNcLhW5mxFwEiR6Vx8j1Abvx1UWvltAersRfJ9uMBEa4Vprz+CwAKap4nO+7yTlmrPYS9Q+vLrscXrIw4ZjPlMyz9LUyGtoUmhUMeh6a/xari86j1rmRlsSiUmOY4g7zEOyMEJHoS0a65WMsYhmfMbtP4lcXnUuNeHGXeprlZe0qg4mI0rxABCFYLD59iyEVNeArN+zuaf2PDerUzwTwutLabQMkhoLlRjKKYriHlSwhWo3l/RVNC35VpGIr5YDEmsFX8dH+B5v0djH1QY/7U4XOQSFpDGjESiUTSCRyT3pAY29uew7m9TtXfh5XIGpNty4jo3/hn6ygMSn1OL7ZoMqR0SZ5BQfVzAGyr+neTYznx19Ar4aZOX7O9NE6UD2NWm7vRFkEIqmImzXEmOfHXif6GNHyBMrZVRiqF2c3DyI6/ulP3mxN/LQBldV8QLvgZZlvlQ5gNqaTaT+vUNdvK9koRAlbj/kVvizGJ+iND09/AZEjd4zkNqoPBaa+wsvgsPdm/pPY9qlwL6JfybxKsh3fCzvcuYWOv8+dtv0EexpDwFEHPtxAs1UPFFMuhBN1zUG3TCHjmhXuixj+I5hXftRIsQTENFwZLyNAJlJ+F5vsDNeY8fX7FmA/BUjTvMhTLFNGmxhOsfQJDbOeEXUokrSGNGIlEIumB2M1D9vUWuhX+YFWjdyrpjjPJio/uzUh3iHyizNg/RySlawRYX3Y9/mC13mZQYxmQ8linG4lhr06K/STK6j7Z7ajGxrJbUTCRYj+pU9dtjbL6zymoeS6iLcY0kKHpbwDohnN7MBmSGJL2Cn8UngKAP1iJN1DE6uILyIq7DIDeibf2mMT/oOZu0qYoHbutUjBgUDpH2EFRrGhoaH4hxaxYpqCYRkFgU2THQCF6Eo4hC8VyJJr3V9TYOwBQ7RcTrHsBNC+aJkQCNNdsNM88NPe3KDZhbCuGPMBI0PkQatydnXIOEklLSCNGIpFI2shnL8xl0MH5GIwGUnNEsqzNYaWuxsWiL5YCcNi0MbhqPcQnx/LbnOUAjJg4iPVLtpDdL4O03PbfBHY3gkGNWXN+Z/RA4UHKSU1gR3ElQ/pkUOcSifbfL9vEseMHsqushpxUkQj+x8YC7DYzNXVu0hKFEZGbJo7N/u4PAKZPGUlheTVZKfF8smAVAOOH9GJLYQWHDO3dZC+BYC2JtikA9Eq4EXtI/jcaJkNS1PZtlQ9R7Rb1fsI30gNTnsJmym/7h7KH9E64hYr6b5rcEIcNqrASXVbcJV22hzC13pVsLIuUj7abhzAk/XVMatuU81rDYsxhYOqTAKwuvkj3ZuyqEQp0Ts/vEV7G7kxQc+mvDUoMAGn209s8XtHTkoUBkWA9jJz4a1tUe2szahyK9UQ017uo9ivCjRAsJ1j3aqOOAQLVN2KIF943DFng344h5SsIhxIGSwAjqDEN3hjNDbYzQ3OEPUdGcFzT8b1LJG1EJvZLJBKJRCKRSCSSHoWiaV0jEdgK+2RRiUQiaQ/F28oAeOfRz/j8RRFLfspVRwOwfc0uls5fFdE/s08aF9x1OlUlIk/jhTveJhgIcsRZE7jtpSsBUEKF57xuH6U7ReJ6dr8MuhOt5cQUF57J7+t38sInIgl+cO90Tpk4jNz0BP7+kqivUlIpJKfHDelFaWUtAFsKG+rDDOkjznlYnwzenbcsYo1Jo/K54axJrNpSBEBlTT1Go4ExA3PIz+68mheldULCeUNZQ45PWAY4I7btCcq13hUsD4VKhWlLovfO6qfZXvVIi31S7NPIT7q/g/V5msft38GKoun4AqV6m8M8jCHpr3dZkcodVU+wo/qJJu1WYx5D01/HYszuknXDrC65CIAq1w9Njh3ae3Or43/ZMRqjGkd67Dl6iGJbZKfDlNTOxhso1UMGrcZebR67VwkUgaF7/W2SHHBEFR2X4WQSiUTSCptXbAcgIaUhzKPP0FwALrjrDH7+dAmVxSKPIiU7idFHDKVkRzlGowhJOvfWaRRvK+OS+87i2sPuBmDjH9v0uSadLpSB7nj92q4/mU7E7fXj8jQoKa3ZVkzf7GSyUuPply3CgcJGzIDcVO6dcSwAJ9z8gj7mwStOBCA7NZ6vFq+lpk6EVdksJv5z7TTm/raBu18UdXQaP3P77X83dso5VNR/2ySEqk/S3XtkvHSU7LjLKav7hHrfhmb7lNV9gtPzO32T7iXRNrXT1nb7xbW9qvh83YCJtYwCYEjaq50T2tQMOQnXUumaR613xW572sqq4vMYkSlyhbrKiOooo7Pn6upr7SHNcWbrnboD0oCRdFOkESORSCSt0P+gPABevPNtve3nT5cAMPH0cVisZoJBoTC1efl2xh83EmdlLYoqInYLNhaRkpXE0vmrefrn+/bu5ruQ/OwUlqzbwVv3iAJ420sqGdgrjRiLiXFDRN6KzWpm0si+nDBhCKVVziZzmIziM9o9KMDnD6AqCkP7ZHDZNFEg9KixA9iyq5wjx3aO1HGVewHry65rpDKlkJ90H+mx57U4rrNRFBP5yQ+youisUEswaj+PfydrSi4l3nooAEPTX6e9VRG9gSJKaj9kV83zAI3EDBSsRvHdba18AA0/Qc2nywlr+NE0X+hnqC30Prjb+/BP0SbeBxuPw9esNLbbv0Mv/jko9bmoffY1HTFg9pQi55sA1Hr/oHfi3zotR0ki6cnInBiJRCKRSCQSiUTSo5CeGIlEImkFo1n8qTzlqmN4+sbXABg9VahfOeJjmDx9PF++Mh+Ac246GUVVSExPILOPGYC+w3N5818f8/vclRx5zqF7/wTaSWv1KiwmAwNyU3HEWAA4eFAvflqxhfQkByP6ZQFw/CGD+GPTLr79dR1jB4kQvJduP5cR+Zn8vHIrZpP4bH9YtomaOjehVCH8gSCrtxaTmmDn0GF5ADhsFlITOp4TUlH/NQDry24gqHn1Ypf9kx8lKebods/bkSKFsZbReghbkfN1QChepcWKXItY8whUxUZAq4vwmrSV0roPcHpEzlGN+xfqfeub6alRWvdxu86hs6moF3lVtZ4/cFhGdvr8HSmQujcpqX2fzRV36e+dniUMTX8TswzzkhzgyMR+iUQiaSOVxdWs+WUjNoeVlGwh05s7IHMf76rr2FguckVKat9rciw3/i/kJtzQaWvd8vQnrN1WwoXHiyrg/3pjLjlpCXz04IxOWwNEWM7mintC74LYTH0YlDoTAJupX5P+myvuwajGYTHmYDGI79pszMSkJmM0xIMmQr98wXJ2VD1Bce07EePjLGMZlvFum/YWCIoaHMsKj0XBFEpub2sB1JbZWH5r1O+xK1EUIxaDMGYtxlysxlwsxmysxtxQWzYWYzbV7oURogq7kx57HvlJ93fq3jQCLNkpCmyGZawb05bE/r1BnXclK4rOJKh5ItqtxjyGZ4hrrT3FRyWSHoZM7JdIJJKOYIkx02doLla7Bavdsq+30242V9yF278DAJOagsmQiFFNwKCKWhdoGm7/9hafyCtK557/EaP7sWxDASVVtXrb63d1XnK9RoDtlf+hoGam3pbuOIu8xDtbVPwyqYlUuOZR513ZrnUVxdTmvmGP0IiMD1EVW6cqkfVKuInyui8ACGj1HZ7PoNqxGvMAsBnzsJp6YQnl0liNvbAae2ExZtCWqPVU+6nsqnkZIOrn7PI25zVqHxoBNpffGdV46S74QzVa1pZe3cSAASF+EFZXG5b+Tpep1kkk3RnpiZFIJJIDjHrfespCBkpp3Sd4/AV7PEd+8j9Jd5zb2VvTKa2qJTnOjqq2L3E9jC8g5LHXl11PtXshZkMG/ZIfBCDBNrnN87j923VPRpHzTf0mszWSY45nYOrTe7jrrmFHtSgyuaPq8Tb1N6pxxJgGEmMeREzIS2Uz9cNm6ovZkN6pewuH+K0tvarJMYdlJCMyPuy0tdaVXkV5aL39gUTbFAan/Y/2ijxIJD2AqBe3TOyXSCQSiUQikUgkPQrpiZFIJJIDGo0q14/srHmGGvcvbR41LH0WcdbxXbivjlPnXc2akksA8AeryIqbQXbc1XrYVnvxB2tYX3Y9Va7vW+2bm3ADufF/6dB6nUVQEzV4lu46Co9/V8QxsyGNRNsRxFsn4AjVidmbxRfDMtdLdk7EGyiKOJZiP5kBKU2LYrYXp2cZa0uviCjs2ZNRFTMjMj8hxtQ50uMSSTckqidGGjESiUQiAdDrcpTUNl9hPlxFfXTWvD3K99gX+AJlbK8WoVM5cddgMXaeCENQ87C88FTqfeua7WM15jIsYzZmQ1qnrdsZlNd/zbrSq4i3TiAn/moA4q0T6A7BGVsrH2RXzQsRbUPT39Br43QWHv8u1pReCkC9d63e3jtBiFlkx1/ZqevtLTbXievRqsbgDtbT1z6QNTV/ANA/dggV3lLSLFlsqhXnnBOTh0W14g2KvJtlVYsZlzSJWn8NDmPcvjkJiaQp0oiRSCQSSfP4AhUA/LZzfKMCkA1Yjb0ZnCZuMKMpeR1olNS+pyu4hTEoMXqxzNz467q04n1HcPu36on53Yl63wb+2HUCGhrZcZcD0Dvx1lZGtY+wwMGG0uupcM0lN/56chOu75K19hZLKn8CwK/5eWtbZJHQx0a9yV+XRYplPHHQLL4sfI+vit6PaJ+QfATn9Lq8azcrkbQdqU4mkUgkkuYxGYRstMMyAqdnqd5uVOPJiruErLhLUBXbvtpetyPFfiI7qh8DhMpbquNUUu2nY1Tj9/HOWqc7GjAAMab+jM1ZjKKoGNWELl3LoAg1vkFpM6n3bSLG1L9L19sbqBhCr/yMTBjH4LiRBEMy4H7Nx+k5F7C5dj35jkH6mGMyTqXYI8ILl1YuBKC3ved/FpL9n33vO5ZIJBKJRCKRSCSSPUB6YiQSiUQSQWbsRRjUOJJsRwGQ6jhNf2otaUBVbIzJ/mmPxqxZX0h1jYvRI0TSvNnc9n/DPyzcQGZ6PP37dq8cm90pKXNSXeOiX580lD1U/a2qrsdgiCHWYe3wPupdXmJs5jb0VJv1wixdsZ0+vVIASIhv/XegtMxJtVOcezT8AeEV2by1lAH5TWWql/yxjfTUOHKyEtuw76ZYDcJT6vEJEQdXoF73zuxybafO72R88mQWlwtRihRLOl8Wvsf2+k0R8/xcNpcJyUe0aw8Syd5C5sRIJBLJvkSrB71wpKGZPj40TRSBVNTwzY1GZ9aF0AIFoHnFGsY+zfYLeMTNj8EyEVDR/NtQQhXYW3PuawFRYFMLVqGahtHa/oO+FShqMkqo6nt0/HTp8zitjqBvHar5IDrj8/74y2U88uy33H3zSQAcNWlwm8bVu7ycdelM0lPjeOy+swCwWc2YTE2vmWdens9Bw4WRNGFsX709ELqBNhjaHoSxo6CS/zzzNQ/eeTpAm4yCHxZu4M4HP+K/D57LyKE5bV4L4I33FvHSmz9x763TmDShqWHxw0JR+HLhr5u56uIpxMU2b+xceO3LxMVaueeWk0lKFIp0ahSrasPmEr6Ys4LL/jyxyfldc9tbrFizZ3WUDAaVO288kSMnDmq2z2Mz51BVXc+t1x6LPaahcOyF175MbZ2bJx84B4DszD0zZiq9oi6S1RDDOudy+tgHst65Qm8bEDsMi2rFHXAB8H3pVxyTcSpK6NpeWD6PCclT92hNiWQvIHNiJBKJpLvhq30Gf23rxRAVVeSrWFK/QlFT8VZcSsAzL3TUgCn2JoyOK2hsSPicj2OwHoNqGqK3BX1rCbhmY7SLpF0lVLQw6P1dn8+c8FjUPQR9a/BV3QCAmvIRipqJp/xUjA4hIWy0X9ziOQR9q8S+ah7AmvoNKC0/bQ+4PsBgO1XfY4SRp/kA8JRPx5L8VmiuZozAxnvwLMBfPwsAc6L43IPeJeKczGMI+lYT9P6KMeZMsUywEm/lDCypP6CoHVdrChsQE8bm79G4Dz9fisNu5T9/P5O4WPG0/ZZ732Px71ui9v/oy2UAvPzEhfqN8I+LNgBw90Of7PG+n3lpPgA3X3OM3rZqrcijKCiqYsqhA3SvUthOaGzAVNe4WPDLRg49OJ/EFjway1ftJCcrkdJyJ5OmPdxsP6NBxWo1cf3lRzY5tn2nEKjYsr2Mu286ieoaF6df9GyL55eZHs9h4/sxdmTviHaDQeWCsw4B4NLzJ/LQf7/Sv8Obrz6Gtz/8lbk/ruGFRy8AYOmKHVx/x9sMG9SS4Q1XXzyFMy5+ljdmL+aKCycBsHJtAdVOF889/Ccy0tqXV5VoTtFfj0oQ+z44aVKTfmGPzbEZp0W0SwNG0pOQRoxEIpHsUxRMcXcAYLRf2uSov/4dVGN/fDX3it5qamiYAUuqqDrur30WUHGXTEYL7IwYH/R8jyWlodq5ahpE0JOMv/4VAAyWI1BNoyLn1mrx17+P0f7n8CgAAu6vMNovCS3fm4DrfVTLFLRgqN6G5m7FMBGSzKoxv1UDRgsUEn745q28PrT+51H7+utnoaiJeKtubnHO3Qm4v8JgPQ5v1Y2hNbcDYLBMxuv7XezVNBTUxHYZMLuKqli0ZDPHHzkMm1U84Q8HP1gsDf9+5/64lrUbCrniwsmAuEEPU1RSDcBn3yznvv87hfWbihk/WnjK7r/9VCzNhKMFQws19jxMPER4Nr778CYMBpXf/tjGjXe9C8CsmZfqxs5t/xBKVTabmXtvObnZ89uyXTz1f+bl+Rw2Lr/F0LjaOjcPPfkVD987Xd9/YzxePwB/rCrgygsncfJxIznthIPEOajiHNZvKubyG18Xe/zLcRx7xNCoa81bIOSDx4zszVGTBxPUNL778CYAfvplI488O4ePX7ta73/j3bM597SDmxgwHcFqaSo/XlRSw8+/bgTgxKNHcNVFUyKMnU+/Xs6/7z6DGJuZ+x8V1/rF5x1GdkbXChxIJD0VmdgvkUgkEolEIpFIehTSEyORSCT7mKBfPJ11FUbPRTHYTo8+UPOEfrowOi7D6LiUyJCrenzOR0Gv+aIR9P6G0T6DoG8lAD7nvwl6f42Y1l/3AigxGGwnAqCoKYCfgOt9LCkfhXoF8NfPwpz4LJpfJAV7Ki/HHP9wKPwrGOrX+FmZyLlBacg70AK7Qmu+iCnubr3dXXIYoOGvexnVNAIAc+KzeCuvitirKfbWkAcrgM12RsSxgGcegbo3xdik/0X5AMOIJ/22zI0E3HMJer7X96Wax6O4PiboX4/mWw6AwTa9hbkaqKv38vjMuTw+c26TY1NPeyTyPIwGDj1YhJiF81mCmsZLb/0MwMP3Tmfl2l08+MQX/OO2UwCYfGjzFdoffeZbMa/JoIdc7Z4LY2+U/xEM0ixBTUMLalHnEGsYI/I6WiIpwR61feGv4hqyWk0cf9SwCG8UCA/W4zPnMnWSyDNpzgujafDdAlHw8b7/O4WtO8r51xNfcvtfTwCgrKIWl1tch0UlNQC4XF4OPigv6nxut4/X3l0EoP8M88lXf+ivdw99C0b5QP3+gH4tRLsmAL6cuzLifWZ6PJf86fCofSWSAx1pxEgkEsk+RjWKMB9z5gbAiLtoBNZ0ccMUcM9DMfbFV/1/TcYFfSJh12A7GVdhP5rTTFEMIvHeaL9Q5L64PkIxDggdy8aSfCtaoFCfz+i4Fk/pkSHjReCvexMtUAzBOvHe9QGKIVvMoYqcFdWQg7t0Kqa4O/Q8HE9ZZMx9mGgGm2oeg8F6ov5aNQ1HNR9MwP1F6HzXNBmjBStDr1rPh2keLbQnUcDTGHMOwcDW0P5PFT9Lj9V7Wy1TIj6b1nj+0T8zqF8GAG++v5hZH/zKZ29eqx+f+eoPfDF3pW68hCktc3LVxSLELDE+hn/85zNOOW4UP/0ibvjv+tfHbVp/+OBsJh06AIMqDINwhFkw2HC9RBMICPPsy9/rYW3/uO2UqOM7ytffrQrNGcTpdDcJx/r2+9VsLyjngTtObXaO0vJaXnpzAcdMEdder5wk/vHIZ9TWe7CF5istryU12UFlVR0ffC5CBs8/czw/LFzPhLH5TT6HY44YSm6OyEc74chhjB7Ru0XFtUW/bebFNxfg9vibHGs8Lhy+V1RSzVmXPg/Aq/+9mD69Uygtc3LGDFGo8pBGwgwSiSQSacRIJBLJPkfc3XjKTtM9JK6ihifN5qSXo45SzWMB8Nc+jzV9MZp/B+AJtT2H0XElqnlCxBijfQZ+12yRv9JGtEARWrAM1TSMoF885VaMA9Bcn0OwnqBvWbgn1tSvQkaTeBJty9xE2Bvjr3shNF8BqmlE8x6mZvDXPtm0re4FjI7LmzUqtKDI2/A5HwY0jDEXoBgydjs/kQtjiv87Qc9iUBxo/q3N7iPoWYDB1vzNdEtUVtWTnBjdG7E76akNeTg/LFxPabmTx/95tu6luP2G45uMOf6cJzl/+nj+NH18RPuiJVu49e/vNbvWWZfOjNo+78e1Ee/n/rhGV1RbtU54qyqr6qIm4beUmN+Y7QUVLFkuvgO326criYVxu30898r3XPKnw1uUOQ4GgyxaspnBzkwA/nb/hyxfvZOZ/zmf1JRYsdbOCoYPzuHTr5fz/mfCiHn7Q+GJPG7qUG6/QXhs/IEgRoPK9JNH8+IbPwLw17veZcZ5h3HROYfqaz789NcccdhAxo7KA0BRFdZvKqbe5W3xnM+94sUmbRdeF/33XCKRREcaMRKJRLLPETf8IlTLgLtoBOaklwDwVl0LwZoWRytqMgH3t/hr/4sp9g69XQsU4nM+jin2hlCDi2BgB0HPAkyxt4mVfavxlJ8ZMZ+/7oUIo0ALbMEUeyMezwJU40CxprE3fufjIXno8CNms+71iZZyGTbQDJYjCPqWYrCdRjPKmbufoZjROABL6td4yqZhSREKW+7ig1v0ioSPmWJvwV/3Ap6yE7Gm/xI6Kp66q6bhoq8So3t9rGkLAAi4vyDo+QlTwiMoanKrOw3f/DbHzl2VpIVuqHdn3cZiAF6e9RMP3HkaqqJQWyeM0ieen0t5ZR07d1VGrS/SGuMOymNeKLk9vL8Fizdy+z+F6MM3s2/QvR9tTewPG1lTJw7inptP1j0NPy7awB0PfMQPn9yi9y0oquLcy1+g2ulqMs+7H/3GJeeJkKmnX/quyfE33l+M3W5h2rEjWzzH9NQ4Pnz1al084dr/e4u/3zYtoubKlu1l/PWKo1i3qYjbrjsOgCEDMrnwupe5ZkZDXZTlq3Zyw53vNFljzG7J//N+XMdh4/o16deSAhu03RMjkUiaRyb2SyQSiUQikUgkkh6F9MRIJBLJPibg+QEAX80/9bbG3hFf7ZMoStMnu0H3HDHeNRuDbTpG+6UohgavhMF2Kr6Sqagm4T0xWI9H860l6P0VxdgQa29Jnh01JyZMREia0iiBW3OjqNG9CrujBUv1eizm+IfQgpX4617HaL+guRFibdNQNL8ocOh3z9dzacI/FaVt6wMY7ZehGHJoKX/GFHcXRvsM/X3QsxCD7XSC7nkYYs5sdlyYOd+v5oHHv4xoC8sCNyZaqNVlN76mv/74y2WcevxB/PdFUbtn2nGj+N+bC8jLbd0bFA1VVVB383qVljl16edoksCtMfuT3wC4/M+TWswTAcjOSODoKUOY+er3jHlEfOeKAmvWFzIgP52szKYywiVlTgDe+fBX7vvbqW0q0llZVcfrs0U+WXpaHPX1Hr6Zv5qhA0WIWUVlHaOG5fLjog2cP13UUXnv/9u778CoyqyP49+ZZNJ7DzVACAGkd4g0EVGwUFZURKxr3XddC5Z1LSugruwu6tplESsWRBQFURBdkY7UYGhJqAmkQ3pm5v3jTiYZMglBsxsGf59/4N65984zkzbnPs855/NNDB3YkdAQf+d1enVrw6rF92E2mbj698YyyAnjetOtc8s6z9lQaenarNaaHKLGLiez2exUVlmxeP+anC+Rc5OCGBGRZublez4AvhHzcbe8ylaZ6jax3+w3yjgvYBKVRc9iCXnglEpjZrz8L8durek4brZ0h0YsizoteylgB1Mj8jvsZVQW/gWf0KeMbZMf3gHXUJYzFkzGB1PvgGsdBxuV1EzexhIdu+2ks5mmtfRL/KK31VlOdia8/OrmkbgM1ZaPrfw/2J0V3Ux4+V9Ked5UzH5Go0eTuf5GhBcO68JFI84zjqv1pSxyLKO64rqXuPSiHs4+MXfcMLzea63ZuJ+rJ/QHjFyappZxKJd2baLiqPgAAB9ESURBVH7N94LxAhPaNK7IgZfZTHRkcJ2A57IxPdi4NbPO8dW5KJ2T4hnYx33lvj37jwHQsX0MANk5J1iy3AjGUwYkYrPZOX9gIt/9aATCA/q0w2LxwsvLTE7eScCoCHZq00yTCWcX+1/LarVhMpuosloJcFSEe+flm4iKCHK7nKygsIRZzxmB8Fcrd/LM88t44emrgdMvUxP5LVEQIyLSrOxUFs0CcP7rTnXeRs1pNdWPbJW78Al9HGvp4lpBjHHn1hJ0h0tJY1vVTky1VxLbK06bE1PrkVrHzMM7uLq5ZHU52brVquzWTKpKPsYS/BAm71r5BCZffMJfpCJ3MgDW0i+whDyI2WLkPfiEPm00+DR5Uf1h2WY9UmcmpsEgym6t/zEHa/lKZ2J/VclCvPxGACaspUsAsIT9EzDh5TuUijwj0PIJ+6czyDpVfbMF1aVzrTYbE8b2Ys5rRondLTsO0vO81m7PGVSrMlVTBzFWq41VP6QxfmyvJr3umeqcFO92/5GsApZ/mwrAnJmT6z2/ujRzdRCTnBjHJ28aZbiDAo1Zw5y8kyxeapRDvnWa0b1+zMjz+PMso1x4TFQI3bu0atR4rVYbyxyV1Pr3TKC+ioC17U0/7jLLBjDh+pfrHNdQYv/7nxh5XA0FvSK/NQpiRESakdnS3TmrUCdQcbDb8rE7Sv5W8wqYiLk6id5RLtnLfzy2qnRjl78jMDG59u8w+wzGO6gmGPHyG4El9HFM5uhaT1hGVcm7dcfqMxi7o6eN2XcQZovjA7AjkDBbaiqq2a0HHWPPwxJ8r/vX7t0J38jqilkmTN4dXB+39MBkjnFuW4JuwzvoTpdjrKX1V9wymcOdvW7qP6YFPmEvOl7TEOxVe7BVHcAnbLbLcd4BU2sCR5Nfg9c8Veruo7z2tjGrMGXiQNq2jnRWD7v/8Y954A9jGDWs8xld89davioVOzDhFwYxdjtUVp0+SPylvvp2J20dS+fqC/LKyivZ4aiQVq2iooo9+40CCZu2HeDwkXz8fC3OimfV18ovLCFtTxYA53VpSXFJeb29biocr3PjlgyWrtjBDVcb1cmio4Jp2yqS2KgQt+dV69ghhhUL73FbxtrdTIyINI4S+0VERERExKNoJkZEpBl5OfIsqtnsdsynJA2YzOGYzDVlYld+t4uRw2pmGD5fupVB/TsQERHoMuuxeUsm3bq2crkDbMxOXE7GgVwAXp9n5ok/R+Jd+5aWyQ+vgJucmxs3Z1BYVMqIYQ8ye84yAP5450Cq71t7+RmNIA8czOV4WiZ2u52+vRMA2JfpS3rGTi4c6dphPS+/mPc+XMeUyUZy9fGcE2zcvJaB/Y3ZmCNHC0hOupAo/yDnOafOwgB4+U+qs6+a0Uenb72PA5gtyS7bJu+OeDmaj7o+4I930B0NXsudr1el8q9/r+KWa428p6vGGzk8fR2leq+bPIi//n0JC5dsZuK43gCkDEysk2jvrgM8GKWAl3y9nfKKSgBKSssxmxvO5UjPzOGtD9fyt0cnEhLs3+Cx9Vm3OZ2KCmNm6o9/XuD2GHfFC1IGuF+GV1XpOqtzJKuw1v8LiIkOwWw2UeFoIpmTd5JPvtjM1h2HAKPXTMu4MG65521nrstNU4Zw8ciuPPvicmY8VNPXZ8nybcxb8CNPPHAZALNfWs4N/zef228YxrDBxqxm9c/gt6vTOO4oMFBVaeWZxyY6G5cCvDL7WpavSuVYjlEGvXp2p/aPsNlkwtxAM9Fq9kYsTRORGgpiRETOIus37OfBxxae9rjoqGC6dTXW8ffs3prnX/6G6KhgFi7e5HLc7TcPZ/LE/nXO//xLo0FlclI8W7cfpE8v1/4XVquN19/8DoCOHWIpL68iPSOHCseHTV8fb3bvzSYpsaZnyUtvrGLwgA5EhAdyJKsAgL37jtG3dwIHD+URGWkEJAH+PqxZv4+PP93Ix58aFa66n9eK/IISXpv3vfN6N0xNYdo1NY0FPcVmR+PGJV9vIz4mlHnPTavTwLHa1N8NJDoyiH+8/A2z5hg9akacn8wt16YQF1NTQKCy0mokm58SoHTv2oqkxFhuv99Y/hcS7E/v7q5fy2rVzSkXL93C8zMnOxtA1ufUYLq2/r0TmHyFESBOHNfbZaz1mTVnKSdO1u0TAzVL00wmMJlMXDOhP887KrPddv+7lJRWUFlZhckxJh+LNyHBfvTt2daxbSTrz3z4Cme1sMoqK+9/sp4nH7ycrGNGUPTux+sIDwvgjX9MJTzM+JrExoTw8IxFpKYdJcixpKxfrwQA/P18nF+752ddRZuWEXXG3q9nWz50/Ny9u3AdYaEBBDcyOLRaa4LTykr3gaqIuGey25sl8tftBhERN2x2O3l5xUQ5PvDfde+7TL97DC+9sQqAp5+YSHpGDu0SorA5fn/n5RWTlV1Il+QWde7Cf7l8O5eMds21KSoqZc5LRnnmRx+8lKdmf8GVE/vToV20y3FvL1gDGAnSPhZvTpws45W5q1yOmfvSDc7zHpu5mGEpSRw4mOcMYpav2Ok89pknjVmTAX3bM/NvS7h4dDeOZhsfLsNC/ImICOL9j9YBcP/dYwgOOrPck7PB4awCioqMD+rJHeNPW3q42tHsQk6cLANw28wy+3gR+YUlLrMAte3LOA4YDR+rE9prK6+oYvsuo0pd3x7ug5xq21KN2Y0OCTEEBvg0eOyZ2LQ1k4Q2UUS6Ceiqg4zc/GK6dmrRJM+3cWsmfbq3JSf3BJmHjJnHnt3auG1GarPZ653Byi80iio0pjLYWx+s4cLhXYiPPX1QV33tz5YZRQeuGt8P30aWaxb5jXH7w6mcGBERERER8SgK+UVEziJmk4kVq3Zx+biebh/fu/8Yf5uzjJf+cS1/mbEIgDXr9tGzexu2OJYxnSos1FjaMtiRj7B67V7u++NFzscHDUjkwUc/ZvQFRt7KuDE9qKqycvy4kQuQlVVIp6Q4vvshjXkvG40gLRYvZj67hNiYmspMdrudvz79OQCtW9VddhPmuJO9fmM6xSUV3PPQB/W+D+3bRXP9lCFuc4Rqq6y08uJrK7njlhGNbjr439QyLoyWcXUbN55OfGxog3fvY6NDiI2uvwpWh4Toeh8DY/nf6WZgqjW23PCZ6tPA81cvR2vMsrTGqn690VHBp18610Ae0Zn0Zrlu8qDTH3TKtaed4TkiYmj+3/giIuKiQ7toFi/5ye1j6zelc/tNw/H2NjPz0QkALF7yE8HBfsx55io+c+S65Oae5IapKS7n2u2wfOVOXn7jW575p2tX+X592rHP0TjQZrMREODD5WONQCrjQC47Uo2lSF85+p2kZ+SQ3CneJQG9en3/9VOGEOBYhtStaytWrNpFaKi/M5+hf992FJ0o5cd1e+t9D8rKjET1Gc8sYeV3uxp8v8AImiZe3ue0x4mIyLlBQYyIyFmmRXwYHy7a4PaxsrJKevVoA7jePTabTRQUlrB7j9Ej4/abh/PZF1sYO6a7swHjilWpPDX7C7fX3bApnS7JRi5CyxbhrN+YzvS/fFTnuF1pR12227SKYPylRlWtkBB//j5rMvPe+cEZ9NSWnpEDGHk4qT8fqfN4bQs+Xs/Yi7rzyPRxPPrgpQ0eKyIivz1K7BcROYvY7VBcUs633/8MwFff7GD63WN49rmvAHjovkvYvvMww4YkUf37+813fyQru5AdqYcZNcJomhgbE8rBw3mUllRw560jAQgO8sNmt2O32bn/ESNAuXFqCmVllc6SyLXHUXsV1wcLNxAU5EtOrlG+dupVg+oswXnhlRUMHpDIwcN5XDGuponi/Y98xLMzfudy7MHDeVRV2pzFAzIP5jL3xeudj99855s89+w1TZpYfq5ae/QgD/zH+P5475IraRnkftnZwj1GkYXEsEh6RNctELAp+zArDuzn3r7GDJ6X4xugymbD29xwCq0dmLVuFQA3ndeXuMAg57lAg+e/lfoTnSOM5XD94hpeytbn3ZcAuLZzD/7Ue0iDxwLctmIxo9smMiHRWCp5+GQRsQFBbDp2hMV7UwH4ZG8qL11wGSNbtz/t9USkWSixX0REREREPJ+Wk4mInEVembuKDxaud9l33e/nOv9/zQ2vAZCVXejsXzH6gq74+Hhxy13zWbJsm3Gg3U5xSQWAs6FkcJAfZpOJRV/8xM3TjOaLMdEhrF67h+Wzd/LwfTUNNE0mnLMuy1fsoLLKxpUT+rF67R4Abr/7bYYMTCRlcEcqHb1jRo3oQklJRZ2ywqfO+NvsdjIP5JKVXcSD91wMwB+nv09WdiFvvrsagFYtwzULU0uVzcbKg/u5sG0iS9PTABgQ15pI/wC+ztzrLH5QVFFOy3qukV1ifD3v+e7Lep8nKTyKW7sbDTlDfY0S15OWvMdPx47We86pdufnMH+MUU57eabj+2XFZ/Ue7+PlxRUdugDQPToOX6/6P5pYHDM6/U8zY1Mts6iAzhExzu1nNnyP1W6jwmolyGKUol4x6UbC/X5Z008RaT4KYkREziK33jiM228e/ovOXbboT6c95tMlP7H0mx3sSzf6irRtE0nrluEcPJTn7DtjNpnIzTtJrqPz+e/G98Pi6DieMsjoZp+UGMeefdm0T4h2BkuBAT7k5xfTsUOMy3NOntDPZbugoIQB/dpj8a7pYj56ZFfiYkOZdo2xROh01aR+a7zMZm75epHLvr+dP4bxiV34bP8uPhh7FQCzN/7A8yPGNbh867ouvXhy8Cjm7tjEvgKjf8qslNEsSNvGVxl7nMFLtY/HXVPneretWEzvGCOH6vfdXL++tV2UkARAxs3311kPUmWzsT0nm9iAQFrUswTuVNXFIQK86w9wa38f55WVEOrrx+J9u5znT03u5QgK9wHg723ho93bmdald6PGICJnBwUxIiJniSqrjdKKSj7ftItLeiUDsPNQNv0TW2GzGR/MPt2wk0t6JRPo6+PMSblo5lyO5BUxrEt7/nXT5c7rfflTGhf37MTSLcad+4t7duKKcb0ISQihf2JrANbuOUBSu3gG9u/gMpbIiCAiI4Kc21kFJ6i0Wtl9xEjOH9CxDR2SY9mfnYfF2/iAW2G3Eh4eSFFpmcu1+vVp57Ltrnv9+MuMD5DxcU1XYvdcYgICvC3suv5urvnyQwBiA4N4Y8dGJiR2pX2oUdJ6cIs23P/9Mp4+fzSA21mNt1J/4q1U1+p37/5sNFx0lxdyunyYhni5KY/9zi6jgl6wjy+Xd+js9jxrrdLata9gsxs5NpZTxrT6SCYrDuzj0YEjeXuX8dqeWLMSq93OkAWvOnNu2oaEM/mLBS7nzt2xCTBmd2rP2ojI2U1BjIjIWaK4vIKUv7wMwFOLvnXu/+bRWxj119ed2zMWruTT6dfRITYSgJJyYyYkq+CEy/WO5hexfu8BBjgClqMFRaQdPs70t7/k7nFG8vYzn67i9tEDuTqlJzM/WQnA7KljyS8uddmOCQ3i6UXf8v7qrc7rpyQnMLRzO2Y5xtomKowDOQXcckF//u+S0yddy6+TmnuMdUcP8u+LJjpnH8qtVgoryhj18TwAHug3lHHtO7mcd7qZmFPVF1DUtvV4Fu+nGd8bs4aMxmwy1VsQYM1Ro59Ru5Bw575Vh9IB+OFwBo8MGMHBEwUM+/CNel/72E/fcrt/aKt2TEk2SoOPa5/MzcsX8UC/oSzL2A1ATmkJ/x49gXA/fx5fswKAvw+7hI5hkexxvBci4hmU2C8iIiIiIh5FMzEiImeJkvJKnpw8mpPlFQxKMnrB5J0sdXusv8VSZ5/dbie70Mhjmf7Ol2ze79qrZVyfznRvE0d5VRV7jhrLwubePom0I8cJD/SnT7ualPBTtyf9/R3yTxnLDz9nMKJrB/4xbRwAK7bv5UBOAb4W/Wn5X3hmw/cAtJ8722V/Ssu23NXTKOZwSbsk5367o7vBmS4n25GTzWWL366zf2m6Mbsx01FaudqYtkkMb92Opzd8z+vb3fc7qvbClrV19o1s3YHBLdqw78Z7gZrlbKVVlXSd/xxgzDBN69IbP+/6v9d25h6ja2QMB08U0incWE6Wlr+LdVmHuKvnQF65wFh6ecPyT4j0C2BE6/Z0DItscLwicvbQXxoRkbPE8RPFtIgI4Wj+CYpKygEI8fcl1N+P+XdeCcDuozmM7tGRYH9frp7zHgAFxWXOx6qXoc2/80reXLWJzi2j6dYmHoAAXwvv/2DkI6QkJwDgZ/HGz+LN3qxc57KwKpuNQUltXbbn33kl877dyOgexofi7MIT9OvQmiWbduHvYwRUXr8id0JOr6SqkrZvPOvcfmLQBTzmWBJV24asw8wealR9M9fq9eJjNv7kz0oZzZTkHnWWk729awuPr1nhkhgP0C0qtk5A0ZjE/gf7DeWRAcPr7L9r5ecAJISEcV/f8+t9vacuRduRk03r4DAAesW04NN9qVzVqXu952/OPkL36DjS8nO4qlM3AFoHhzJl6Ye8us21AuDKSTfRLjTc3WVE5CylIEZE5CxRWl5BaIA/nVpE8/Ha7QBMG9aHvOISih15L7GhQazauZ/EuEievOoiABat30na4WN0bRPH5EE1H+r8fbxpFRnK3JXG3fBubeLokRDPjzPuoKyyCoCXvlrD+P5dSYyLZPvfXaub1d7+MS0Tq83G3W8aH0BzTxZzw/C+JLWIJv1YHgBDkhOYefVFfLN973/j7flNq7LZnIn9f1z1BQCdIqLw8fJizw33OI/LKMpn4ufvEx/oWt1tQ/YhZqyrybN6+IflLo9Xz8QAfOao5HVFolH22GwyOQOaM/FrCgK48++dm7m+q1EAol9cK55Yu5KhLRMA3FY3SwyLJD4wiIV7dnJ9l14NjinAYvlFr1FEmo+CGBGRs8SAjm2c/79pZM3d7ZiQIGJCgtydAsD9lw3FZrOzfNtuWkTUfJibPLgHAHeNGQxApdWKj6OscbC/0SPjsd+NatTYBndqy+BObfnTuPrvnFcb1S2xUdeUM3NXL2OJ2HPDjX4+RRXljTqvymZjQFxr0m+6D6iZYTl1Jgbgu0PpfH8oAzCCmPqS892pXl720Z4d/GvkpQR4113y+Et9uHs7VTYr13Y2vqdNwP/1HMTVjkptr466nGRHBbJq49p3Yn7qZrpGxnCJoxDA0ymjubhdknMpGcDgBa822ThF5H9Hc/8iIiIiIuJRNBMjIuLhlm/dzegeSYzp2cnt49WrZHxqNZcUz+JtNnNnj4F19ldYrS55MgBR/q59eP69c1Od5PtT1V5OVm1s+06k5h7jz6u/dntOfYn9AF+mpzGp43ku+zZlH+bAiUL2FxrLDzuERTQ4pgqrFYC5OzYS7OPLaxeOdynxfFFCR3blGU1bL1v8Dlcnd+fWbv2cS8vWHD1ApF8g07r0JsFRztli9mJp+u4675mIeB6T3ZHA9z/WLE8qIiJyrjheWszFn8xn45Q7nPuOnCziqQ3f8cKIS537zmRJ2KmsdrvbhpW/1PeHM3jg+2UAvHrhFXSPinN73OGTRWzPyQIgpWUCQRafBq/7yd6dtAwKpWNYJCccy+zKrVUkhUe5HLf6SCZfZ+7l8UEXOPfdvuIzZg8dQ+BpnkNEmo3bX0IKYkRERDyQHaOs9q9JSLdabQCUl1by6F1v8+SLUzly0DFTkhxP6pYDFOQVk5NdCMBlVxuzQTt/yqSy0pgpCQ7xp0NyPJn7jgHQKiEKLy8zNpuN7RszAOjRvz1ffrSBiJhgeg3oAEBRQQnRcaEALP90MwCjr+hdZ4xLPljH2Cv7k32kgLiW4c7jew3swIH9xkxMn8HKwxI5h7n9JaflZCIiIh7IBJgaGcCs/iaVmfctAMAvwEJ4RBBPv3Ej/gHG7MOklJkAjB/0pPOcFxbcwfuvr+L+mZP4erERZBTkFRMWEUhBbjFmL+O5LRZjmeKurQcAuHX8885r3PGQ0UOoVbtoKiqq+OSt1Tz+h3cA6NilBS8suAO73c6OzRlATRDz4qzP+XzBOud1/jXzcwYOT+aWe8cA4G3x4j9f78Tb25hhiowJJiExtlHvhYicG5TYLyIiIiIiHkUzMSIiIue4BW+swmYzlo6VnCyn5GQ5cx5fxL1PTgRg+qxJFOSX0C+lI63bGaWKq6qsjLq0F4vfW8O7rxg9Zo4czOMPj1xGSXEZMfFhzuufbml61qE88nNOsG1DunNfyqiuABzOzCUyxkjGP55VSHRcKHc+fCmrlm4D4ERhKX7+Pjw2Zwr/+XoHAM8+/HGd51y2bcYve3NExCMpiBERETnH3Xj3RTz0+3ku+/oPTeboISP/JSI6mLLSSjav2Ud8K6Nq2K6tB4iKDcE/wIf7ZhrBTnFRGWAEFm0dy7fKSirYWis4eehvk3lq+gcuz9W1V1vS92Tz5EvXOfNadmzOBGDzmr1cfcswAN5//Tum3DYCLy/XhSJVlVZMZhOdurUCYMptIzh/9HnOnJjzL+z6a94eEfFACmJERETOcYvfW1Nn38bVu+nSs6bB6sUT+3L0UB7rv08DYPAFXSgtLmf/7iy8HOW5Y+PDSN+dxYixPThRWArAvdNep0vPNky8bggAAUG+LNs2A5vNxuoVu5zX9/O3EBoeyJIPjFyX4Rd352D6cYZc0AUfX6Mx5vkXnsfqb1Lx8fV2Xt9kMlFVZWX3zsPOGZu+KUkEBfsRGR3cpO+TiHgOVScTERGRs8pf//Qee3cdAeDKG4fyrxmfEd86gnlf3NPMIxORZuC2gokS+0VERERExKMoiBEREZFGs9rt5FeUOLePlZ1o8ucYMrIL5aWVlJdWkptdBBgln0VEqmk5mYiIiDTa1O/nM2fAJMJ9AgB4Y/ePtA0KJ6/CyGH5x44V3HPeBSSFRHPfhkUA9I1qw13Jw/jT+oWMiE8C4A+dhzX6OXOPnyA8MhCzWfdeRX6D3C4nUxAjIiIijbb8yC56R7R2/iH/IH0Td3Yexvy9awEItfjTMjCMJQe3c037fgDsKTrO/hM5tAgIdQYxUb6BzTF8EfE8yokRERERERHPpxLLIiIi0mjz9qwlPS6Xq9r1AeDVtB/oGBJNjwijh8vT25ZTaq3kvvMu4KYf3gGga3gLXh50Fb/79g2ySo0clzNZTiYiciotJxMREZEzVlRpNL4Msfg180hE5BynnBgREREREfEoyokRERERERHPpyBGREREREQ8ioIYERERERHxKApiRERERETEoyiIERERERERj6IgRkREREREPIqCGBERERER8SgKYkRERERExKMoiBEREREREY+iIEZERERERDyKghgREREREfEoCmJERERERMSjKIgRERERERGPoiBGREREREQ8ioIYERERERHxKApiRERERETEoyiIERERERERj6IgRkRERJpMXsVJZu38iGNlhRRWFlNYWcyXRzZSWFmMzW5r7uGJyDnCZLfbm+N5m+VJRURE5L9r1bHt/HnrO24fWzLsL4T7BP2PRyQiHs7kbqdmYkRERKTJ+Hn51PtYua3yfzgSETmXeTf3AEREROTckRTckovj+zAithteJuNeaU55ERe36IPJ/Q1VEZEzppkYERERERHxKApiREREpMkUVJzk7uTLeHXvMuL9I4j3j6B1QBReJjNmk2ZiRKRpKLFfREREmowdO+knszlamk+Aty8AcX5hxPtHNPPIRMRDub37oZwYERERaTKlVRX8mPMzL+9Z6tz33uD7mnFEInIu0nIyERERaTI/5vyMxex6j7RtYHQzjUZEzlUKYkRERERExKMoiBEREZEmkxLduU5DS/WHEZGmppwYERERaTJeJi/CfQKZ1m4kYT6BAOSVnyTeP7yZRyYi5xLNxIiIiEiT2X8yiw8yf2BUXA8WH1rH4kPrFMCISJNTECMiIiIiIh5FQYyIiIg0mZ/y97Mm52eyywrIKD5GRvGx5h6SiJyDFMSIiIhIkxkV1wMAW/M00xaR3wgFMSIiItJk1uakMSa+N8fKC0kIjCEhMIa1OWnNPSwROceY7M1zp0S3Z0RERM5Rx8oKyK8opl1QrHOfj1kFUUXkFzG526mZGBERERER8SgKYkRERKRJlduq+M/xnXibzHibzJqFEZEmpyBGREREmtS8/d/QJjCG6VvmM33L/OYejoicgxTEiIiISJPakp9O+8BY0ooOkVZ0qLmHIyLnICX2i4iISJPaVpDBsqObGRrdFYCBUZ2aeUQi4sGU2C8iIiIiIp5PMzEiIiIiInK20kyMiIiIiIh4PgUxIiIiIiLiURTEiIiIiIiIR1EQIyIiIiIiHkVBjIiIiIiIeBQFMSIiIiIi4lEUxIiIiIiIiEdRECMiIiIiIh5FQYyIiIiIiHgUBTEiIiIiIuJRFMSIiIiIiIhHURAjIiIiIiIeRUGMiIiIiIh4FAUxIiIiIiLiURTEiIiIiIiIR/Fupuc1NdPzioiIiIiIh9NMjIiIiIiIeBQFMSIiIiIi4lEUxIiIiIiIiEdRECMiIiIiIh5FQYyIiIiIiHgUBTEiIiIiIuJRFMSIiIiIiIhHURAjIiIiIiIeRUGMiIiIiIh4FAUxIiIiIiLiURTEiIiIiIiIR1EQIyIiIiIiHkVBjIiIiIiIeBQFMSIiIiIi4lEUxIiIiIiIiEdRECMiIiIiIh5FQYyIiIiIiHgUBTEiIiIiIuJRFMSIiIiIiIhHURAjIiIiIiIeRUGMiIiIiIh4lP8HTgHLEtW1mD0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import jieba\n",
    "import jieba.analyse\n",
    "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
    "\n",
    "stopwords=text\n",
    "for word in stopwords:\n",
    "    jieba.add_word(word)\n",
    "\n",
    "word_list = [\" \".join(jieba.cut(sentence)) for sentence in text]\n",
    "new_text = ' '.join(word_list)\n",
    "\n",
    "img = plt.imread(\"中国地图.jpg\")\n",
    "#设置词云格式\n",
    "wc = WordCloud(background_color=\"white\", \n",
    "     mask=img,#设置背景图片\n",
    "     stopwords=STOPWORDS,# 设置停用词\n",
    "     max_font_size=80, #字体最大值\n",
    "     #random_state=42,  #颜色随机性\n",
    "     #max_words=80, # 设置最大现实的字数          \n",
    "     font_path='C:\\Windows\\Fonts\\STZHONGS.TTF')\n",
    "#font_path显示中文字体\n",
    "\n",
    "#生成词云\n",
    "wc.generate(new_text)\n",
    "image_colors = ImageColorGenerator(img)\n",
    "#设置图片大小\n",
    "\n",
    "plt.figure(figsize=(14,12))\n",
    "plt.imshow(wc)\n",
    "plt.title('2018年度关键词',fontsize=18)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"4c360ebcc7a54afb9d46713bd0e2836e\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_4c360ebcc7a54afb9d46713bd0e2836e = echarts.init(document.getElementById('4c360ebcc7a54afb9d46713bd0e2836e'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_4c360ebcc7a54afb9d46713bd0e2836e = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 1786810,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"funnel\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u673a\\u5668\\u4eba\",\n",
       "                    \"value\": 100\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82af\\u7247\",\n",
       "                    \"value\": 90\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7269\\u8054\\u7f51\",\n",
       "                    \"value\": 80\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u667a\\u80fd\\u97f3\\u7bb1\",\n",
       "                    \"value\": 70\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u81ea\\u52a8\\u9a7e\\u9a76\",\n",
       "                    \"value\": 60\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eba\\u8138\\u8bc6\\u522b\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u91cf\\u5b50\\u8ba1\\u7b97\",\n",
       "                    \"value\": 40\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65e0\\u4eba\\u8f66\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e16\\u754c\\u4eba\\u5de5\\u667a\\u80fd\\u5927\\u4f1a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u91cf\\u5b50\\u529b\\u5b66\",\n",
       "                    \"value\": 10\n",
       "                }\n",
       "            ],\n",
       "            \"sort\": \"descending\",\n",
       "            \"gap\": 0,\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"inside\",\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"#fff\",\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u65e0\\u4eba\\u8f66\",\n",
       "                \"\\u673a\\u5668\\u4eba\",\n",
       "                \"\\u82af\\u7247\",\n",
       "                \"\\u91cf\\u5b50\\u8ba1\\u7b97\",\n",
       "                \"\\u4e16\\u754c\\u4eba\\u5de5\\u667a\\u80fd\\u5927\\u4f1a\",\n",
       "                \"\\u4eba\\u8138\\u8bc6\\u522b\",\n",
       "                \"\\u7269\\u8054\\u7f51\",\n",
       "                \"\\u91cf\\u5b50\\u529b\\u5b66\",\n",
       "                \"\\u81ea\\u52a8\\u9a7e\\u9a76\",\n",
       "                \"\\u667a\\u80fd\\u97f3\\u7bb1\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_4c360ebcc7a54afb9d46713bd0e2836e.setOption(option_4c360ebcc7a54afb9d46713bd0e2836e);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.funnel.Funnel at 0x2564923be80>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Funnel\n",
    "\n",
    "attr = list(df.iloc[:,8].values)\n",
    "value = [i for i in range(100,0,-10)]\n",
    "funnel = Funnel(\"\")\n",
    "funnel.add(\"\", attr, value, is_label_show=True,label_pos=\"inside\",  label_text_color=\"#fff\")\n",
    "\n",
    "funnel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min', 'wordcloud': '/nbextensions/echarts/echarts-wordcloud.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"31891d0ae50242e393db8eb3123af6d8\" style=\"width:900px;height:650px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts', 'wordcloud'], function(echarts) {\n",
       "        \n",
       "var myChart_31891d0ae50242e393db8eb3123af6d8 = echarts.init(document.getElementById('31891d0ae50242e393db8eb3123af6d8'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_31891d0ae50242e393db8eb3123af6d8 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 6768291,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
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       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
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       "        \"borderColor\": \"#333\",\n",
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       "            \"shape\": \"circle\",\n",
       "            \"rotationRange\": [\n",
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       "                {\n",
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       "    ],\n",
       "    \"animation\": true,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
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       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_31891d0ae50242e393db8eb3123af6d8.setOption(option_31891d0ae50242e393db8eb3123af6d8);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.wordcloud.WordCloud at 0x1e314a2a828>"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text2=[]\n",
    "for col in df.columns[1:8]:\n",
    "    text2=text2+list((df[col].values))\n",
    "    \n",
    "from pyecharts import WordCloud\n",
    "\n",
    "name = set(text2)\n",
    "np.random.seed(1)\n",
    "value =np.random.randint(1,50,size=len(name))\n",
    "wordcloud = WordCloud(width=900, height=650)\n",
    "wordcloud.add(\"\", name, value, word_size_range=[12, 50])\n",
    "\n",
    "wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
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       "                \"title\": \"restore\"\n",
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       "    \"series_id\": 4732501,\n",
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       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
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       "            \"top\": \"top\",\n",
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       "            \"textStyle\": {\n",
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       "    \"animation\": true,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
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       "        \"#f05b72\",\n",
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       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
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       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_7459bbb94a9d45f8a749d2a885a70767.setOption(option_7459bbb94a9d45f8a749d2a885a70767);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.wordcloud.WordCloud at 0x1e314a2a780>"
      ]
     },
     "execution_count": 325,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text3=[]\n",
    "for col in df.columns[10:13]:\n",
    "    text3=text3+list((df[col].values))\n",
    "    \n",
    "from pyecharts import WordCloud\n",
    "\n",
    "name = set(text3)\n",
    "np.random.seed(5)\n",
    "value =np.random.randint(1,50,size=len(name))\n",
    "wordcloud = WordCloud(width=900, height=600)\n",
    "wordcloud.add(\"\", name, value, word_size_range=[12, 50])\n",
    "\n",
    "wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {},
   "outputs": [],
   "source": [
    "#获取数据函数\n",
    "import tushare as ts\n",
    "def get_data(code,start_date):\n",
    "    df=ts.get_k_data(code,start_date)\n",
    "    df.index=pd.to_datetime(df.date)\n",
    "    return df\n",
    "#计算日对数收益率\n",
    "def log_ret(df):\n",
    "    logret=np.log(df/df.shift(1))[1:]\n",
    "    return logret\n",
    "#将日收益率转换为月收益率\n",
    "def month_rate(logret):\n",
    "    date=[]\n",
    "    d=list(logret.index)\n",
    "    for i in range(0,np.size(logret)):\n",
    "        t=''.join([d[i].strftime(\"%Y\"),d[i].strftime(\"%m\"),\"01\"])\n",
    "        date.append(datetime.strptime(t,\"%Y%m%d\"))\n",
    "    y=pd.DataFrame(logret.values,date,columns=['月收益率'])   \n",
    "    ret_M=y.groupby(y.index).sum()\n",
    "    return ret_M\n",
    "\n",
    "#将日收益率转换为年收益率\n",
    "def annual_rate(logret):\n",
    "    year=[]\n",
    "    d=list(logret.index)\n",
    "    for i in range(0,len(logret)):\n",
    "        year.append(d[i].strftime(\"%Y\"))\n",
    "    y=pd.DataFrame(logret.values,year)\n",
    "    ret_Y=np.exp(y.groupby(y.index).sum())-1\n",
    "    return ret_Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 337,
   "metadata": {},
   "outputs": [],
   "source": [
    "codes=['sh','sz','hs300','sz50','zxb','cyb']\n",
    "zs=pd.DataFrame()\n",
    "for code in codes:\n",
    "    zs[code]=get_data(code,'2011-01-01')['close']\n",
    "#对数收益率\n",
    "zs_log=log_ret(zs)\n",
    "d1={'sh':'上证综指','sz':'深证综指','hs300':'沪深300','sz50':'上证50','zxb':'中小板','cyb':'创业板'}\n",
    "zs_log.rename(columns=d1,inplace=True)\n",
    "zs_Y=annual_rate(zs_log)\n",
    "d2={0:'上证综指',1:'深证综指',2:'沪深300',3:'上证50',4:'中小板',5:'创业板'}\n",
    "zs_Y.rename(columns=d2,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "\n",
       "<script>\n",
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       "        \n",
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       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_c7512e83acd04a868c070ca120188292.setOption(option_c7512e83acd04a868c070ca120188292);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x1e3153a1cc0>"
      ]
     },
     "execution_count": 338,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bar = Bar(\" \")\n",
    "\n",
    "attr = list(zs_Y.index)\n",
    "v1 = list(((zs_Y['上证综指'].values)*100).round(2))\n",
    "v2 = list(((zs_Y['深证综指'].values)*100).round(2))\n",
    "v3 = list(((zs_Y['沪深300'].values)*100).round(2))\n",
    "v4 = list(((zs_Y['上证50'].values)*100).round(2))\n",
    "v5 = list(((zs_Y['中小板'].values)*100).round(2))\n",
    "v6 = list(((zs_Y['创业板'].values)*100).round(2))\n",
    "\n",
    "bar.add(\"上证综指(%)\", attr, v1,)\n",
    "bar.add(\"深证综指(%)\", attr, v2, )\n",
    "bar.add(\"沪深300(%)\", attr, v3,)\n",
    "bar.add(\"上证50(%)\", attr, v4, )\n",
    "bar.add(\"中小板(%)\", attr, v5,)\n",
    "bar.add(\"创业板(%)\", attr, v6, )\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 772,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"5c72c8a60cb74f8893bfdca799ecd081\" style=\"width:800px;height:450px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_5c72c8a60cb74f8893bfdca799ecd081 = echarts.init(document.getElementById('5c72c8a60cb74f8893bfdca799ecd081'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_5c72c8a60cb74f8893bfdca799ecd081 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"2018\\u5e74\\u5168\\u7403\\u8d44\\u4ea7\\u6536\\u76ca\\u60c5\\u51b5\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 15\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 7859604,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                -76.63,\n",
       "                -22.54,\n",
       "                -16.04,\n",
       "                -15.27,\n",
       "                -14.49,\n",
       "                -10.59,\n",
       "                -9.64,\n",
       "                -6.11,\n",
       "                -5.96,\n",
       "                -5.02,\n",
       "                -4.59,\n",
       "                -3.69,\n",
       "                -3.56,\n",
       "                -3.28,\n",
       "                -2.91,\n",
       "                -1.37,\n",
       "                -0.68,\n",
       "                -0.59,\n",
       "                5.13\n",
       "            ],\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"left\",\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"black\",\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": \"{b}\\uff1a{c}%\"\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 7859604\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": false,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": false,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u6bd4\\u7279\\u5e01\",\n",
       "                \"\\u4e0a\\u8bc1\\u7efc\\u6307\",\n",
       "                \"MSCI\\u65b0\\u5174\\u5e02\\u573a\\u6307\\u6570\",\n",
       "                \"WTI\\u539f\\u6cb9\",\n",
       "                \"\\u6052\\u751f\\u6307\\u6570\",\n",
       "                \"\\u6b27\\u6d32stoxx600\",\n",
       "                \"\\u5e03\\u4f26\\u7279\\u539f\\u6cb9\",\n",
       "                \"\\u65e5\\u7ecf225\",\n",
       "                \"\\u6b27\\u5143/\\u7f8e\\u5143\",\n",
       "                \"\\u9ec4\\u91d1\",\n",
       "                \"MSCI\\u8d27\\u5e01\\u6307\\u6570\",\n",
       "                \"CRD\\u5546\\u54c1\\u6307\\u6570\",\n",
       "                \"\\u6807\\u666e500\\u6307\\u6570\",\n",
       "                \"\\u7f8e\\u56fd\\u503a\\u5238\",\n",
       "                \"\\u9053\\u743c\\u65af\\u6307\\u6570\",\n",
       "                \"\\u7eb3\\u65af\\u8fbe\\u514b\\u6307\\u6570\",\n",
       "                \"\\u65e5\\u5143/\\u7f8e\\u5143\",\n",
       "                \"\\u5fb7\\u56fd\\u503a\\u5238\",\n",
       "                \"\\u7f8e\\u5143\\u6307\\u6570\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#2f4554\",\n",
       "        \"#c23531\",\n",
       "        \"#61a0a8\",\n",
       "        \"#f05b72\",\n",
       "        \"#6d8346\",\n",
       "        \"#918597\",\n",
       "        \"#1d953f\",\n",
       "        \"#b2d235\",\n",
       "        \"#2a5caa\",\n",
       "        \"#d48265\",\n",
       "        \"#fab27b\",\n",
       "        \"#546570\",\n",
       "        \"#ca8622\",\n",
       "        \"#ac6767\",\n",
       "        \"#f47920\",\n",
       "        \"#6e7074\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#726930\",\n",
       "        \"#749f83\",\n",
       "        \"#444693\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f6f5ec\",\n",
       "        \"#905a3d\",\n",
       "        \"#bda29a\",\n",
       "        \"#6950a1\"\n",
       "    ]\n",
       "};\n",
       "myChart_5c72c8a60cb74f8893bfdca799ecd081.setOption(option_5c72c8a60cb74f8893bfdca799ecd081);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x1e31b9a0f60>"
      ]
     },
     "execution_count": 772,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "attr = [\"美元指数\", \"德国债券\", \"日元/美元\", \"纳斯达克指数\", \"道琼斯指数\", \"美国债券\",\"标普500指数\",\n",
    "       \"CRD商品指数\",\"MSCI货币指数\",\"黄金\",\"欧元/美元\",\"日经225\",\"布伦特原油\",\"欧洲stoxx600\",\"恒生指数\",\n",
    "       \"WTI原油\",\"MSCI新兴市场指数\",\"上证综指\",\"比特币\"]\n",
    "v =    [5.13, -0.59,-0.68, -1.37, -2.91,-3.28,-3.56,-3.69, -4.59, -5.02,-5.96, -6.11,-9.64,-10.59,-14.49,\n",
    "        -15.27, -16.04, -22.54,-76.63]\n",
    "df=pd.DataFrame(v,columns=['收益率'],index=attr)\n",
    "df=df.sort_values('收益率')\n",
    "\n",
    "#bar.add(\"\", attr, v, is_label_show=True,is_splitline_show=False,\n",
    "#       label_formatter='-{c}%',is_yaxis_show=False,label_text_size=13,\n",
    "#       is_random=True,label_text_color='black')\n",
    "\n",
    "bar = Bar(\"2018年全球资产收益情况\",width=800, height=450,title_text_size=15,title_pos='center')\n",
    "bar.add(\"\",df.index ,df['收益率'] ,is_convert=True,is_label_show=True,\n",
    "       label_pos=\"left\",is_splitline_show=False,is_random=True,label_text_color='black',\n",
    "       label_formatter='{b}：{c}%',is_yaxis_show=False,is_xaxis_show=False)\n",
    "\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 701,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(code,start_date,end_date):\n",
    "    df=ts.get_k_data(code, start=start_date, end=end_date)\n",
    "    df.index=pd.to_datetime(df.date)\n",
    "    df['logret']=np.log(df['close']/df['close'].shift(1))\n",
    "    return df\n",
    "\n",
    "stocks={'长生生物':'002680','中弘股份':'000979','乐视网':'300104','*ST百特':'002323',\n",
    "      '罗平锌电':'002114','天圣制药':'002872','华业资本':'600240','坚瑞沃能':'300116'}\n",
    "#'浦发银行':'600000','国信证券':'002736',\n",
    "start_date='2018-01-01'\n",
    "end_date='2018-12-28'\n",
    "all_data={}\n",
    "for name,code in stocks.items():\n",
    "    all_data[name]=get_data(code,start_date,end_date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 360,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1296 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#对股价走势进行可视化\n",
    "names =list(stocks.keys())\n",
    "codes=list(stocks.values())\n",
    "\n",
    "plot_pos = [421,422,423,424,425,426,427,428] # 每个子图的位置\n",
    "new_colors = ['#1f77b4','#ff7f0e', '#2ca02c', '#d62728', '#9467bd',\n",
    "              '#8c564b', '#e377c2', '#7f7f7f','#bcbd22','#17becf']\n",
    "\n",
    "fig = plt.figure(figsize=(16,18))\n",
    "fig.suptitle('2018年八大坑股走势',fontsize=18)\n",
    "for i in np.arange(len(plot_pos)):       \n",
    "    ax = fig.add_subplot(plot_pos[i]) \n",
    "    y_data =all_data[names[i]]['close'] \n",
    "    b = ax.plot(y_data,color=new_colors[i])   \n",
    "    ax.set_title(names[i])    \n",
    "plt.show()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 413,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_ret(name,start_date=0):\n",
    "    df=all_data[name]['close']\n",
    "    if start_date!=0:\n",
    "        r=(df.iloc[-1]-df.loc[start_date])/df.loc[start_date]\n",
    "    else:   \n",
    "        r=(df.iloc[-1]-df.iloc[0])/df.iloc[0]\n",
    "    return r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 415,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.8217194570135746"
      ]
     },
     "execution_count": 415,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#长生生物：假疫苗事件：7月15日\n",
    "get_ret('长生生物',start_date='2018-07-16')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 416,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.8742857142857143"
      ]
     },
     "execution_count": 416,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#中弘股份：逾期债务近百亿“面值退市第一股”\n",
    "get_ret('中弘股份')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 417,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.8195652173913044"
      ]
     },
     "execution_count": 417,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#乐视网(300104)——净资产为负债务高达80亿元面临退市考验\n",
    "get_ret('乐视网')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 418,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.8084795321637426"
      ]
     },
     "execution_count": 418,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#　*ST百特(002323)——因重大违法面临强制退市\n",
    "get_ret('*ST百特')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 419,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.6256323777403036"
      ]
     },
     "execution_count": 419,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#罗平锌电(002114)——央视曝光环境污染触目惊心\n",
    "get_ret('罗平锌电')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 420,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.5741929065313635"
      ]
     },
     "execution_count": 420,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#天圣制药(002872)——核心高管集体团灭\n",
    "get_ret('天圣制药')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 421,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.6993266775017414"
      ]
     },
     "execution_count": 421,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#华业资本(600240)——爆百亿萝卜章骗局\n",
    "get_ret('华业资本')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.8017492711370262"
      ]
     },
     "execution_count": 422,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#坚瑞沃能(300116)——负债205亿破产在即\n",
    "get_ret('坚瑞沃能')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 757,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"3d751554afa94953b479345f2c2f0d09\" style=\"width:630px;height:350px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_3d751554afa94953b479345f2c2f0d09 = echarts.init(document.getElementById('3d751554afa94953b479345f2c2f0d09'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_3d751554afa94953b479345f2c2f0d09 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"2018\\u5e74\\u516b\\u5927\\u5751\\u80a1\\u6536\\u76ca\\u7387\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 15\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 4474806,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                87.43,\n",
       "                82.17,\n",
       "                81.96,\n",
       "                80.85,\n",
       "                80.17,\n",
       "                69.93,\n",
       "                62.56,\n",
       "                57.42\n",
       "            ],\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"black\",\n",
       "                        \"fontSize\": 13\n",
       "                    },\n",
       "                    \"formatter\": \"-{c}%\"\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 4474806\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u4e2d\\u5f18\\u80a1\\u4efd\",\n",
       "                \"\\u957f\\u751f\\u751f\\u7269\",\n",
       "                \"\\u4e50\\u89c6\\u7f51\",\n",
       "                \"*ST\\u767e\\u7279\",\n",
       "                \"\\u575a\\u745e\\u6c83\\u80fd\",\n",
       "                \"\\u534e\\u4e1a\\u8d44\\u672c\",\n",
       "                \"\\u7f57\\u5e73\\u950c\\u7535\",\n",
       "                \"\\u5929\\u5723\\u5236\\u836f\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": false,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#1d953f\",\n",
       "        \"#918597\",\n",
       "        \"#6e7074\",\n",
       "        \"#444693\",\n",
       "        \"#61a0a8\",\n",
       "        \"#726930\",\n",
       "        \"#f47920\",\n",
       "        \"#2a5caa\",\n",
       "        \"#bda29a\",\n",
       "        \"#c23531\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#ac6767\",\n",
       "        \"#d48265\",\n",
       "        \"#6d8346\",\n",
       "        \"#546570\",\n",
       "        \"#f05b72\",\n",
       "        \"#f6f5ec\",\n",
       "        \"#2f4554\",\n",
       "        \"#6950a1\",\n",
       "        \"#fab27b\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#905a3d\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#b2d235\"\n",
       "    ]\n",
       "};\n",
       "myChart_3d751554afa94953b479345f2c2f0d09.setOption(option_3d751554afa94953b479345f2c2f0d09);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x1e31b9465f8>"
      ]
     },
     "execution_count": 757,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Bar\n",
    "attr = ['中弘股份','长生生物','乐视网','*ST百特','坚瑞沃能',\n",
    "        '华业资本','罗平锌电','天圣制药']\n",
    "v = [87.43,82.17,81.96,80.85,80.17,69.93,62.56,57.42]\n",
    "bar = Bar(\"2018年八大坑股收益率\",width=630, height=350,title_text_size=15,title_pos='center')\n",
    "bar.add(\"\", attr, v, is_label_show=True,is_splitline_show=False,\n",
    "       label_formatter='-{c}%',is_yaxis_show=False,label_text_size=13,\n",
    "       is_random=True,label_text_color='black')\n",
    "#is_label_show=True,\n",
    "#is_yaxis_show=False,\n",
    "#is_convert=True,\n",
    "#label_pos=\"inside\",\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 722,
   "metadata": {},
   "outputs": [],
   "source": [
    "sh=get_data('sh',start_date='2018-01-01',end_date='2018-12-28')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 612,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sh['close'].plot(figsize=(16,8),color='g',linewidth=3)\n",
    "my_ticks = pd.date_range('2017-12-30','2018-12-31',freq='m')\n",
    "plt.title('2018年A股回忆录',fontsize=18)\n",
    "plt.xticks(my_ticks,fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "plt.xlabel('',fontsize=15)\n",
    "# 将右边 上边的两条边颜色设置为空 其实就相当于抹掉这两条边\n",
    "ax = plt.gca()  \n",
    "ax.spines['right'].set_color('none') \n",
    "ax.spines['top'].set_color('none')    \n",
    "#大事记\n",
    "#1\n",
    "plt.annotate('茅台市值\\n破万亿',\n",
    "   xy=('2018-01-25',3520),xytext=('2018-01-05',3250), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "#2\n",
    "plt.annotate('A股一周\\n蒸发6万亿',\n",
    "   xy=('2018-02-09',3130),xytext=('2018-02-05',2900), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#3\n",
    "plt.annotate('中美贸易战\\n拉开序幕',\n",
    "   xy=('2018-03-22',3150),xytext=('2018-03-28',2900), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#4\n",
    "plt.annotate('资管新规\\n发布',\n",
    "   xy=('2018-04-26',3100),xytext=('2018-04-28',3300), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#5\n",
    "plt.annotate('A股纳入\\n MSCI指数',\n",
    "   xy=('2018-05-15',3150),xytext=('2018-05-14',2900), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#6\n",
    "plt.annotate('A股重演\\n千股跌停',\n",
    "   xy=('2018-06-19',2900),xytext=('2018-06-05',2650), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#7\n",
    "plt.annotate('长生生物\\n疫苗事件',\n",
    "   xy=('2018-07-24',2900),xytext=('2018-07-05',3100), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#8\n",
    "plt.annotate('沪伦通\\n进入试水期',\n",
    "   xy=('2018-08-21',2700),xytext=('2018-08-10',2500), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#9\n",
    "plt.annotate('富时罗素宣布\\n纳入A股',\n",
    "   xy=('2018-09-27',2800),xytext=('2018-09-5',3100), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#10\n",
    "plt.annotate('民企纾困\\n沪指暴跌逾5%\\n 失守2600点',\n",
    "   xy=('2018-10-10',2600),xytext=('2018-10-18',2800), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#11\n",
    "plt.annotate('设立科创板\\n试点注册制',\n",
    "   xy=('2018-11-26',2600),xytext=('2018-11-28',2900), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#12\n",
    "plt.annotate('A股纳入\\n MSCI指数',\n",
    "   xy=('2018-12-15',2400),xytext=('2018-12-25',2800), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 670,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"8785\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"8785\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        root._bokeh_is_loading--;\n",
       "        if (root._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"8785\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '8785' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.2.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.2.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.2.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.0.2.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-1.0.2.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.2.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.2.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.2.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.2.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.2.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"8785\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"8785\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"8785\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '8785' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.2.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.2.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.2.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.0.2.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-1.0.2.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.2.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.2.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.2.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.2.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.2.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"8785\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore') \n",
    "# 不发出警告\n",
    "from bokeh.io import output_notebook\n",
    "output_notebook()\n",
    "# 导入notebook绘图模块\n",
    "from bokeh.plotting import figure,show\n",
    "from bokeh.models import ColumnDataSource\n",
    "# 导入图表绘制、图标展示模块\n",
    "# 导入ColumnDataSource模块\n",
    "from bokeh.palettes import GnBu3, OrRd3\n",
    "# 导入颜色模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 633,
   "metadata": {},
   "outputs": [],
   "source": [
    "attr = [\"美元指数\", \"德国债券\", \"日元/美元\", \"纳斯达克指数\", \"道琼斯指数\", \"美国债券\",\"标普500指数\",\n",
    "       \"CRD商品指数\",\"MSCI货币指数\",\"黄金\",\"欧元/美元\",\"日经225\",\"布伦特原油\",\"欧洲stoxx600\",\"恒生指数\",\n",
    "       \"WTI原油\",\"MSCI新兴市场指数\",\"上证综指\",\"比特币\"]\n",
    "v =    [5.13, -0.59,-0.68, -1.37, -2.91,-3.28,-3.56,-3.69, -4.59, -5.02,-5.96, -6.11,-9.64,-10.59,-14.49,\n",
    "        -15.27, -16.04, -22.54,-76.63]\n",
    "df=pd.DataFrame(v,columns=['收益率'],index=attr)\n",
    "df=df.sort_values('收益率')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 678,
   "metadata": {},
   "outputs": [
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Application\",\"version\":\"1.0.2\"}};\n",
       "  var render_items = [{\"docid\":\"c2b0690f-bf17-49f4-a7db-cd49fc83e871\",\"roots\":{\"11213\":\"a9f232d8-1929-4e5e-bb7f-62044c313a6e\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
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       "id": "11213"
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     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = figure(y_range=list(df.index),plot_width=500, plot_height=400, x_range=(-80, 8))\n",
    "p.hbar(y=df.index, height=0.5, left=df['收益率'],right=0,  # y：纵轴坐标，height：厚度，left：左边最小值，right：右边最大值\n",
    "       color = ['green']*18+['red'])\n",
    "p.y_range.range_padding = 0.08     # 调整边界间隔\n",
    "p.ygrid.grid_line_color = None  \n",
    "p.xgrid.grid_line_color = None \n",
    "p.axis.minor_tick_line_color = None\n",
    "p.outline_line_color = None\n",
    "# 设置其他参数\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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